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Ontologies - Science topic

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While data based AI is the dominant approach applied in AI, Symbolic AI keep being applied widely.
What do you think are the current existing trends in the Symbolic AI?
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Most of my work is done with
Prolog
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I'm currently using R to analyze some metabolomics data, and I'm using the hmdbQuery package to download HMDB entries for each metabolite in my dataset. I'm having some trouble working with the ontology data, though. For example, I would like to ask, "what are all the metabolites (which are in my dataset) which have the Lipid Transport annotation?" This is relatively straightforward with the Gene Ontology database, but with HMDB, I'm not sure how best to deal with the tree structure of the ontology data. Right now, I'm working on writing some elaborate code to dig into each branch of the tree, for each metabolite, and extract and store this information it in a table, but it doesn't seem very elegant. Have any of you dealt with this before?
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It could be that the metabolites you have accessed do not have any "ontology" data.
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I believe that it is common knowledge that mathematics and its applications cannot directly prove Causality. What are the bases of the problem of incompatibility of physical causality with mathematics and its applications in the sciences and in philosophy?
The main but very general explanation could be that mathematics and mathematical explanations are not directly about the world, but are applicable to the world to a great extent.
Hence, mathematical explanations can at the most only show the general ways of movement of the processes and not demonstrate whether the ways of the cosmos are by causation, what the internal constitution of every part of it is, etc. Even when some very minute physical process is mathematized, the results are general, and not specific of the details of the internal constitution of that process.
No science and philosophy can start without admitting that the cosmos exists. If it exists, it is not nothing, not vacuum. Non-vacuous existence means that the existents are non-vacuously extended. This means that they have parts. Every part has parts too, ad libitum, because each part is extended and non-infinitesimal. Hence, each part is relatively discrete, not mathematically discrete.
None of the parts of any physical existent is an infinitesimal. They can be near-infinitesimal. This character of existents is Extension, a Category directly implied by the To Be of Reality-in-total.
Similarly, any extended being’s parts -- however near-infinitesimal -- are active, moving. This implies that every part has so (finite) impact on some others, not on infinite others. This character of existents is Change.
No other implication of To Be is so primary as these two (Extension-Change) and directly derivable from To Be. Hence, they are exhaustive of To Be.
Existence in Extension-Change is what we call Causality. If anything is existent, it is causal – hence Universal Causality is the trans-scientific and physical-ontological Law of all existents.
By the very concept of finite Extension-Change-wise existence, it becomes clear that no finite space-time is absolutely dense with existents. Hence, existents cannot be mathematically continuous. Since there is continuous (but finite and not discrete) change (transfer of impact), no existent can be mathematically absolutely continuous or discrete in its parts or in connection with others.
Can logic show the necessity of all existents as being causal? We have already discussed how, ontologically, the very concept of To Be implies Extension-Change and thus also Universal Causality.
WHAT ABOUT THE ABILITY OR NOT OF LOGIC TO CONCLUDE TO UNIVERSAL CAUSALITY?
In my argument above and elsewhere showing Extension-Change as the very exhaustive meaning of To Be, I have used mostly only the first principles of ordinary logic, namely, Identity, Non-contradiction, and Excluded Middle, and then argued that Extension-Change-wise existence is nothing but Universal Causality, if everything existing is non-vacuous in existence.
For example, does everything exist or not? If yes, let us call it non-vacuous existence. Hence, Extension as the first major implication of To Be. Non-vacuous means extended, because if not extended, the existent is vacuous. If extended, everything has parts.
The point of addition now has been Change, which makes the description physical. It is, so to say, from experience. Thereafter I move to the meaning of Change basically as motion or impact.
Naturally, everything in Extension must effect impacts. Everything has further parts. Hence, by implication from Change, everything causes changes by impacts. Thus, we conclude that Extension-Change-wise existence is Universal Causality. It is thus natural to claim that this is a pre-scientific Law of Existence.
In such foundational questions like To Be and its implications, we need to use the first principles of logic, because these are the foundational notions of all science and no other derivative logical procedure comes in as handy. In short, logic with its fundamental principles can help derive Universal Causality. Thus, Causality is more primary to experience than the primitive notions of mathematics.
Extension-Change, Universal Causality derived by their amalgamation, are the most fundamental Metaphysical, Physical-ontological, Categories. Since these are the direction exhaustive implications of To Be, all philosophy and science are based on these.
Bibliography
(1) Gravitational Coalescence Paradox and Cosmogenetic Causality in Quantum Astrophysical Cosmology, 647 pp., Berlin, 2018.
(2) Physics without Metaphysics? Categories of Second Generation Scientific Ontology, 386 pp., Frankfurt, 2015.
(3) Causal Ubiquity in Quantum Physics: A Superluminal and Local-Causal Physical Ontology, 361 pp., Frankfurt, 2014.
(4) Essential Cosmology and Philosophy for All: Gravitational Coalescence Cosmology, 92 pp., KDP Amazon, 2022, 2nd Edition.
(5) Essenzielle Kosmologie und Philosophie für alle: Gravitational-Koaleszenz-Kosmologie, 104 pp., KDP Amazon, 2022, 1st Edition.
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Relatively Easily = define 1st, 2nd, 3rd order reasoning ~ keeping context "GENERAL"
for Example, JAS MyWay 1st order Reasoning of Words =
A = About
B = Because
C = Christ
D = Devil
E = Energy
F = Family
G = God
H = Home
I = Indio
J = Just
K = Kill
L = Love
M = Marry
N = Nothing
O = Open
P = People
Q = Queen
R = Real
S = Safe
T = Time
U = Universe
V = Victory
W = Women
X = Xes
Y = Yes
Z = Zoo
This tells you a great deal about my 1st order (public) "cognitive-reasoning", "personality", and "senses". The Second Order is "personal", and the third order is "private". By adding together Semantic Ontologies, a formal Ontology is created, for example... PlayNAC
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JAS Pi.ai LLM (Nursery_School: Copy & Paste)
can you see the inherent security risks associated with making 2nd and 3rd order reasoning publicly available (without security for key elementals) by defining: https://www.researchgate.net/post/Can_SEMANTICS_be_described_in_a_Nutshell
Title: Security Risks Associated with Publicly Available Second and Third-Order Reasoning in Semantics
Defining semantics in a nutshell involves understanding the meaning and interpretation of words, phrases, and symbols in a given context. It is an essential aspect of communication, enabling individuals to exchange ideas and information effectively. However, making second and third-order reasoning based on semantics publicly available without securing key elementals could pose several security risks:
  1. Misinterpretation and Manipulation: Since semantics relies on context, shared understanding, and cultural background, making second and third-order reasoning publicly available may lead to misinterpretations and manipulations by malicious actors. They may exploit these misinterpretations to spread disinformation, create confusion, or incite conflict.
  2. Compromised Decision-Making: Second and third-order reasoning involves making inferences and deductions based on available information. If these processes are made publicly available without proper security, adversaries could exploit them to influence or compromise decision-making in critical domains such as politics, finance, or national security.
  3. Invasion of Privacy: Publicly available reasoning based on semantics may inadvertently expose sensitive or personal information, leading to privacy concerns. For example, insights derived from the analysis of communication patterns or language usage could reveal private details about individuals or groups, potentially putting them at risk.
  4. Inference Attacks: Adversaries could use the publicly available second and third-order reasoning to launch inference attacks. By combining seemingly unrelated pieces of information, they could deduce sensitive or classified information that may not be directly accessible.
  5. Erosion of Trust: Widespread exploitation of publicly available reasoning could erode trust in the reliability and security of communication systems, causing individuals to become hesitant to engage in open and honest discussions.
To mitigate these risks, it is crucial to implement security measures that protect key elementals while still enabling effective communication and collaboration. This may involve encryption, access control, anomaly detection, and privacy-preserving techniques to maintain a balance between accessibility and security in the realm of semantics.
keep in mind that an Ontology is fluid, and may change at any time without notice. incorporate the following
Title: Incorporating a Fluid Ontology in the Context of Semantics and Security
A fluid ontology refers to a dynamic and adaptable representation of knowledge that can change over time without prior notice. In the context of semantics and security, incorporating a fluid ontology implies acknowledging that the meaning and interpretation of words, phrases, and symbols can evolve, and that security measures need to adapt accordingly. To effectively incorporate this concept, consider the following aspects:
  1. Continuous Learning and Adaptation: Since a fluid ontology can change without notice, it is essential for the system to have the ability to continuously learn and adapt to new information. This can be achieved through the use of machine learning and artificial intelligence algorithms that can identify and incorporate changes in the meaning and interpretation of words and phrases.
  2. Context-Awareness: A fluid ontology demands a context-aware approach, as the interpretation of semantics can change depending on the context in which they are used. The system should be capable of understanding and adapting to the nuances of different contexts to ensure accurate interpretation and security.
  3. Flexible Security Measures: Security measures should be designed to accommodate the dynamic nature of a fluid ontology. This may involve implementing adaptive security protocols that can adjust to new threats, vulnerabilities, or changes in semantics.
  4. Anomaly Detection: A fluid ontology can introduce new vulnerabilities and security risks. By employing anomaly detection techniques, the system can identify unusual or unexpected changes in the semantics and take appropriate measures to protect against potential threats.
  5. User Education and Awareness: Users should be made aware of the fluid nature of the ontology and the potential security implications. Encouraging users to be vigilant and report any unexpected changes in semantics can help maintain a secure environment.
By incorporating these considerations, a fluid ontology can be effectively integrated into the realm of semantics and security, allowing for more adaptable, resilient, and secure communication systems. This approach acknowledges the dynamic nature of language and meaning while ensuring that security measures remain effective in the face of continuous change.
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how these terms used in research methods?
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The classic triad in this regard is ontology, epistemology, and methodology. Ontology comes first because it involves the most basic assumptions -- about the nature of reality. After that, epistemology addresses what can be known, given a set of assumptions about reality. Finally, methodology concerns how one goes about producing knowledge, given epistemological assumptions about what can be known. (Note that methodology is more abstract than methods, which are simply mechanical means for collecting and analyzing data.)
This approach, based on the philosophy of science, was introduced into the social sciences by Lincoln and Guba (1985) in their book, Naturalistic Inquiry. It is now considered to be rather old fashioned, since it has been replaced by an emphasis on how one's research question determines one's choice of methods.
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I totally can imagine what a huge potential semantic technologies such as knowledge graphs, ontologies, SPARQL search and automated reasoning might have in different fields of science and engineering. However, apart from biology and medicine (which I have only very little insight on) they seem to be rarely used (e.g. compared to machine learning methods).
Of course it is likely that I am simply unaware of very useful applications of semantic technologies, therefor this question.
More precisely, I am interested in short descriptions which concrete knowldegebase/tool is used and which problem it helps to solve or which question it helps to answer.
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Hi Carsten,
not sure about most "convincing" and what it means. In the sense of practicality or impact? It is also a vast domain, including manufacturing, digital twins, biology, medicine (there are many biomedical ontologies for example from bigger taxonomic structures to simple domain ontologies, obo foundry), research knowledge graphs etc.
In my project we build a knowledge base of systems and electronic engineering. Including means of ontology, reasoning, a distributed database, expert system, and constraint propagation.
One of the applications is to make estimations and predictions of future systems, and interactively explore different configurations, structures of systems, solution spaces and properties while simultaneously considering the system context. An example is looking at the effects the tweaking of neural net parameters might have.
This is just one example from what we do.
The state is often ontologies are developed by few specialized experts and often not reused by others, leaving them hanging, or siloed and just used for a personalized project. Then others do not want to share of their own knowledge or do not connect to the other graph. At least this seems to be two aspects of what I can see it.
Knowledge Graph Construction looks promising. I am currently looking into the boundaries and how it might scale. Also considering the quality of the constructed graph regarding the commitment to an ontology or proper semantic structures in general.
But I agree, overall outwardly it looks shy in comparison to the ML hype. There seem to be a couple of reasons which are multi-faceted. It was also discussed on one of the last ISWC conferences.
FYI I recently came across one workshop covering this theme/topic:
Greetings, and have a nice day!
-Frank
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QM stands for quantum mechanics, CS for computer science, CC for cellphones/computers, and Mathematics seems to have somehow missed all three.
Now is the time to catch up. We have come to a stand off. Students are ending up neurologically sick -- feeling math-averse (neurophobia and math trauma).
It is not a matter of selection. Only group/rote work [1] seems to infuse Mathematics, as taught today, even in highly-qualified students. Paradoxically, one finds that the more intellectually qualified, the more averse!
And yet current Mathematics still tries to "instruct" it to the students, and other disciplines, in the US and the world.
This failure has been denied [1], and the “fault” has been put on the victims -- the students. Paradigm shifts are needed: first, QM.
According to QM, only integer numbers should be necessary to build all one can see in nature. Otherwise, all of Physics would be contradicted. This would also contradict all of CS and all of CC. Computers, for example, only work with integers, and are error-free.
Since this contradiction is not even imaginable, QM is ontologically correct. Therefore, all sciences must reflect it, according to a "holographic principle" (HP) in nature, including Mathematics.
The HP is often referred to as "the micro as in the macro" or vice-versa.
These two words macro and micro are commonly viewed as antonyms, meaning that they are the opposite of each other. Macro means on a large scale. Micro means on a very small scale. Both are important, though often complementary, views of nature. The view from the macro, while taking into account the micro, is called "universality" in Physics.
The QM main principle was given by Niels Bohr as, "all states at once". This needs to be understood as different from the following possibilities:
  1. "Copenhagen interpretation", or
  2. a "collapse" of the quantum function upon measurement, or
  3. waves, as a picture of QM, or
  4. wave-particle duality, or
  5. the Heisenberg principle, or
  6. a probabilistic view of QM.
In opening the "black box" of QM as viewed by Bohr, QM does not represent Natur (defined by the philosopher Kant), but Wirklichkeit (ditto). It is not how nature is, but seems to work. A story.
A known analogy is the Plato's Cave". The shadows one can see on the wall are Wirklichkeit, and the open reality outside is Natur. After watching Wirklichkeit for some time, people can make an idea what Natur looks like, even though imprisoned in the Cave.
QM is, ontologically, how one can describe Wirklichkeit -- which is the subject of Physics. Natur may not have QM behavior, and continuity may exist in Natur.
Mathematics is not concerned with Wirklichkeit only, but can include Natur. Although, as no one can see Natur, one is led to treat any "pure" Mathematics as a speculation.
Albeit, Mathematics must agree with Physics in the realm of Wirklichkeit.
This does not happen today, and creates a clash. The inconsistency is seen as an opening. What IS mathematics?
Today's calculus teaching can be seen as relying on outdated ideas, going back before QM, computer science (CS), and cellphones/computers (CC) were discovered. Three major paradigm shifts seem to have been missed.
But these three paradigm shifts represent how science is done, in our seemingly endless task in going from Wirklichkeit to Natur.
One recognizes then, that science does not behave continuously, but by jumps -- that break from the past, and open a new future -- in going from Wirklichkeit to Natur, and back -- does the envisioned Wirklichkeit reproduce the actual Wirklichkeit?
This has been called a "paradigm shift" (PS) by T. S. Kuhn in Structure of Scientific Revolutions [2].
David Hilbert [3], at the turn of the XX century, proposed twenty-three problems intended to guide research in the dawning century, claims otherwise, that “History teaches the continuity of the development of science.”
Michael Harris [4], a mathematician, writes that he, "would still be glad to lift the veil, but we no longer believe in continuity. And we may no longer be sure that it’s enough to lift a veil to make our goals clear to ourselves, much less to outsiders."
The outdated ideas currently in Mathematics date back to the time of Newton, Leibnitz, and Cauchy, before the 3 PSs mentioned. They include (aka Fictions, or incorrect models): microscopic continuity, infinitesimals, hyper-reals, Cauchy epsilon-deltas, and Cauchy accumulation points.
Even in 4-year universities one finds classes, such as at Caltech, MIT, CSU, and abroad, teaching Fictions today [1].
This failure can be denied [1], and the “fault” can be put on the victims -- the students. But, there is no feeling of inferiority. PS [2] combats this, American style -- by innovation.
A technical innovation can reduce this gap by a PS [2] -- already heralded and error-free, as one can see in the history of sciences (contradicting David Hilbert [3]).
This reduces risk by following an experimental model that works, even though no one has explained it mathematically, without Fictions.
By jump-starting to QM one has a solution, which we mark as a first paradigm shift.
Where Fictions interfere with known Physics, they must be mercilessly deprecated -- although, and yet, current Mathematics still tries to "instruct" it to the students, in the US and the world.
The other paradigm shifts, stand for computer science (CS), and cellphones/computers (CC).
We now introduce a coherent, holographic principle (HP), a universe, and understanding yet to be discovered, as two new paradigm shifts -- and gain a cosmic perspective: who is the Creator of all this marvelous scheme?
This final PS leads to a comment. One does not need to learn anything, confirms https://www.researchgate.net/profile/Robert-Fuchs
One just has to observe.
Mathematics seems, thus, to be discovered — as a hologram and coherent with other sciences, and not, somehow, invented by mere humans.
What is your qualified opinion?
REFERENCES
[2] T. S. Kuhn, Structure of Scientific Revolutions, 1962.
[3] David Hilbert, Paris International Congress of Mathematicians (ICM), 1900.
[4 I] Michael Harris, “Mathematics Without Apologies”, Princeton University Press, ISBN 978-0-691-1-17583-6, 2017.
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Dear Ed Gerck
Thank you very much for asking this question. The paths of discovery in mathematics are indeed surprising as we see from the following observation concerning the convergence of ideas of Coxeter and Bourbaki discussed in the following blog:
I think that the above discussion provides a positive answer to your question and underlines how important is to know the history of mathematics.
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This is a work in progress attempt to crystallise the 3 main ontologies, schools, mindsets and underlying theology, metaphysics if you will, among the "3 Wise Men" (Goodman - UK, Reimann - German, and Jacobson - US) from CoCo. Each of CoCo's founding fathers' learning technologies reflect their nationalities, and by extension, their national universities' concerns and agendas for the learner.
By tracing the underlying "self" of their respective technological formulations, one could delineate their contrasting (sometimes overlapping, ontologies, schools) mindsets and govern-mentalities embedded in their respective learning technologies.
In Goodman's works, there's a preoccupation with space and architecture, notably the need to recolonise monotonous routine driven places. There's a strong streak of Marxist geography found in the works of David Harvey that focuses on redistributing justice and power via spatial arrangements such as design driven planning and regeneration. Through the spatial (re-)arrangement of the learning environment, (To be continued!).
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Secondly, here are the projects I am engaged in, though ultimately, to go even beyond Heidegger's mindset, I think the most fruitful way forward is to renounce the WESTERN METAPHYSICS of MIND BODY CARTESIAN FRAME, and venture into CHINESE METAPHYSICS.
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Dear All,
I have created a mind map of a literature review on How Ontology, Epistemology And Axiology Relate To Develop New Knowledge Through Research Methodology And Research Design.
I want critical comments on my thoughts.
The outline of the finding is as follows and you can follow the above link for a more clear image.
Thank you
Please refer following links of ideas and make critics;
· I found that any research needs to add new knowledge
· That knowledge is resulted from answering a question/s or/and finding a solution/s
· Each problem or solution has its ontology, epistemology, and axiology
· The ontology, epistemology and axiology collectively form a research philosophy while those influence developing research questions or hypotheses or a mix of both regarding the problem or solution.
· As the research philosophy and questions/hypothesis origin from the same sources to both should be conceptually related to each other.
· Then research design is formulated to answer those research questions or hypotheses or a mix of both
· same time the research methodology is underpinning the particular research’s ontology, epistemology, axiology and philosophy continues
· Then research design and research methodology both make the selection of approach in theory development. As well, research design and research methodology make and formulate the rest of the steps in the research.
· After that, the steps are clear. However, the selections of methodological choices, strategies, data collection techniques and analysis techniques are interrelated decisions.
· Finally, all these activities resulted in new knowledge
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They are interrelated somehow.
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Hello ReseachGate Community,
I would like to know what are the different techniques to maintain the semantic aspect of the knowledge representation (apart from ontologies).
Best regards,
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As it is well known, Linked Opend Data (LOD) and computational ontologies have great success in the fields of Life Sciences (Biology, Medicine, etc). See e.g. the big LS-cluster at <https://lod-cloud.net/>.
However, I wonder why mathematics are – in comparison – covered only sparsely by ontologies or LOD.
Indicators (to the best of my current knowledge):
Probably there is some (machine-processable) formalization of mathematical knowledge but it seems almost disconnected from the "semantic web" and LOD-bubble.
Questions:
  1. Why is this?
  2. Should this be changed?
  3. If 2., how?
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Dear Carsten Knoll. I developed ThingFO two y. ago, so I'm not aware so far that other researchers used it for abstract mathematical concepts like polynomial or complex number as you are looking for. My interest in ontologies started in early 2000. At that moment, we developed a process ontology, and an ontology for metrics and indicators. In the last years we have harmonized semantically those ontologies with ThingFO in the context of the four-layered ontological architecture. Obviously that for indirect metrics and elementary and derived indicators, we use mathematical constructs (formulas, aggregation models), but that is all. These ontologies are specified at the low-domain level.
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  • Hello Active Inference community. We are developing an Active Inference body of knowledge. As part of this educational project, we are now able to share with you the first version of the terms list: https://docs.google.com/spreadsheets/d/1sZshsKprHVi123Bgqgj6pb2o_TsrRnhqbHWy2Bz6Y-4/edit?usp=sharing
  • The terms list is a first step towards mapping our domain, and helps us focus our regime of attention towards relevant ideas. This terms list will develop into a more comprehensive ontology, which will facilitate the creation of courses, trainings, translations, and more.
  • We kindly request feedback on this terms list from all perspectives and levels of familiarity with Active Inference. This feedback is vital for us as a participatory Lab & we are really looking forward to hearing everyone's thoughts!
  • In our next actions for this project, we are seeking participants with expertise in Ontology building, even if they are not familiar with Active Inference. If you have any further ideas or questions here, let us know. Thank you.
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I completely agree with Mohammed Saleh Alajmi
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Is it because of the concept of "confirmation bias" discussed in scientific studies in social psychology, do studies focus on confirmation rather than falsification?
Is that why journal editors or reviewers tend to reject work that falsifies other studies?
What do you think about that?
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Fab subject to discuss. I do find the null hypothesis missing somewhat in some fields of research. Rejecting the null hypothesis is not so declarative. Rather than saying 'this is the answer' you can say 'this is not the answer'. If this turns out to be counter-intuitive it maybe even more interesting an outcome. What is important is the methodology not the answer.
The responder who used the example of 'poverty' I think also raises an important point, one of operationalising concepts if you are not dealing with hard science or something categorically defined such as 'the law says this'.
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My ontology is about medicine(Diseases based on ICD-10,Specialties etc). I have used annotation property rdfs:label but due to the number of concepts it's time consuming process. Is there a way by coding or using some tool to make this process faster? I think that this domain is internationalized not culturally-influenced If I'm not mistaken.
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Look at: Shimaa Ibrahim 's work.
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I need the different ways to represent knowledge in enterprises other than ontologies , thanks.
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The two main alternatives I see are databases and object model (for example in UMLS). Both can represent and store knowledge, with advantages and drawbacks compared to ontologies.
Databases are better regarding performances (huge volume, fast access). Object models are very easy to implement in any object-programming language and very versatile. Ontologies are more expressive : they can express more complex and sophisticated knowledge.
In addition, some tools exist for storing ontologies in databases and/or generating object model from ontologies.
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Pattern-Based Security Requirements Specification Using Ontologies and
Boilerplates
Olawande Daramola 1, 2
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Dear Muzaffar Ali,
Boilerplate refers to predefined templates for requirement sentences which allows for writing requirements in semi-formalised form.
Ontology refers to machine-readable semantics definition that facilitate the inference of knowledge through reasoning at run-time.
I would suggest you to try with following paper:
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How to install Jena on your PC, in order to visualise Ontologies?
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WAC2020 SESSION 18 – CALL FOR PAPERS
THEME: F. IDENTITIES AND ONTOLOGIES
15. Archaeologies of Identity
Organisers: Gail Higginbottom, Cecilia Dal Zovo, Felipe Criado-Boado
Instituto de Ciencias del Patrimonio (Incipit)
Consejo Superior de Investigaciones Científicas Direction (CSIC)
**Feel free to download our flyer and share (click on title)**
Invitation
We invite you to participate in our session. This session wishes to address approaches and interpretations that determine in what ways megaliths & earthworks first became phenomena in particular regions and/or why they didn´t. Connected to this is whether or not people saw themselves as affiliated groups. Indeed, we also want to know why some regions chose one of these phenomenon and not the other within the same temporal span, or gave one precedence over the other. The building of megalithic monuments is a worldwide, time-transcending phenomenon, hundreds of thousands were erected across the World, with some places like the Korean Peninsula holding about 30,000 dolmens. The fact that they still exist in situ, highlights their past and continued relevance in the Cultural Landscape today; it also highlights their on-going collective identities. A similar story is attached to earthworks like mounds, ditches, embankments and pathways and their combinations. Megaliths & earthworks are clearly a dominant form for creating a materiality of social & spiritual engagement across the World. Is it possible that similar material practices mean shared worlds in some regions, and how might we differentiate between this and co-vergent evolution? As these monuments continued to develop through time, it is possible that so too did their meaning(s). Or is this rationale only an assumption, and indeed rather misguided? With such deliberations, this session, then, also wishes to see evidence that might answer this for us, too, or indeed provide evidence for the stability of a cultural practices, meaning and identity through time. Perhaps there is macro and micro evidence that displays stability but the micro reveals the forms of change within local communities. We are seeking works that present ideas related to these themes and which seek to answer questions such as these, or indeed, by default, have done so.
Keywords: Megaliths, Earthworks, Cultural Landscapes, Social engagement, Shared Worlds
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An interesting and inspiring subject, good luck!
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Observing trends in publications related to ontologies and ontology Engineering, they look like most of them, if not all, are application oriented.Even more, when analyzing relatively recent history of this field, one can realize that, for example, during the first decade of the XXI Century, there was an intensive process of looking for new methodologies, and after creation of NeON Methodology, I feel, roughly speaking, nothing more has happened.
Other examples, from the development tools. Several years ago there were several tools competing for the roll of most used editor. Today looks like almost every thing is developed using Protégé. Regarding ontology languages there is a similar "state-of-affairs", even we try to open a debate around that topic last year: https://www.researchgate.net/post/What_are_the_current_trends_in_ontology_languages
What do you think? Hopefully I am wrong...
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Additional resources are on Youtube; enter barry smith ontology into the search field.
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Ontologies are one of the main current formalism for modelling real world. But there are always reasons for that choice, among them, domain properties and characteristics.
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An ontology is a solution that clarifies the domain vocabulary and the dependecies between the different elements of the domain.
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HI everyone,
I am trying to find Ontologies for user modelling and for disabilities, so far I have had little success finding ontology search engines. The only one I managed to locate is https://www.ebi.ac.uk/ols/index which doesn't have the kinds of Ontologies I am looking for. Any pointers will be appreciated.
Thank you.
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Hi,
try bartoc.org. It not only covers ontologies, but also taxonomies and thesauruses.
Hope that help,
Thomas
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HI,
I would like to start a discussion about how to apply new technologies to Quran and Hadith. In fact, a lot of information exist in the holy Quran and a lot of these information has been explained through Hadith. A lot of website has been developed give some of these information according to users. Therefore, a lot of data has been generated and they increase day after day.
However, some of these information can be wrong. I have two main questions:
1- what technologies has been used for Quran and Hadith and for what purposes?
2- There are researchers work in this filed and use DataScience (IA, Semantic technologies, Knowledge representation , machine learning and deep learning, etc.)
If you have propositions for a collaborative work you're welcome.
Hind
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Dear abdullah
Thank you too much for your interested answer
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IFLA's FRBR, Library of congress RDA are thought to be inspired from semantic web philosophies. Is FRBR and RDA are futuristic enough for the future challenges of Web.
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well basically if we are start it from the basics of catalog. They were standalone, not related, not connected. With semantic web technologies they are more interrelated, cross related with other domains and with appropriate meaningful search and discovery through associating more metadata for inferencing by machine. In-short there will be increase in precision and accuracy in searching for specific search item. But still a long way to go to achieve such precision.
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Since 2000, beginning with Mizoguchi and Bourdeau seminal publication "Using Ontological Engineering to Overcome Common AI-ED Problems", and other researchers publications, ontologies and semantic web have been applied to Education, mainly in virtual learning environment. Have those applications reached the expected results? What is your opinion?
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That is a very interesting question. In my opinion ontologies have a wide variety of applications, not only in virtual learning. Although, i have not seen a major change in the way that ontologies have been used in the literature, on the other hand, it is a very promising research line, in the sense of what other technoloy or techniques (e.g. from AI) you use side by side with ontologies. For example the topic of context-aware knowledge acquisition for automated planning and execution applications, in that sense using ontologies is very promising for the direction of goal driven autonomy (GDA) and to provide robots that are executing a plan with a higher level of autonomy (bolstered autonomy) to dynamically generate goals and extend the robot domain model with relevant new objects of new types that the robot does not know (was not included in its design). This has two implications, i. if the robot task is a cognitive task / a non physical task basically this would mean that the robot can learn no functionalities (brand new action schemas). On the other hand, ii. if the task of the robot is physical and heavily depends on its physical operating capabilities, the interest would be is to extend its domain with only relevant and operable new objects of brand new types that are strictly manageable by the agent/robot capabilities. I would like to refer you to this paper: with respect to bolstering agents autonomy respecting physical capabilities, and also, this paper: with respect to bolstering autonomy of agents of non specialised physical task.
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Where the ontology basically resides in the machine learning techniques spectrum?
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HI
these are independent notions:
ontologies are formal means for representing data and their vocabulary
ML techniques serve (among the other uses) to induce general models (even ontologies) from the data.
Ontologies may be used as a form of background knowledge to enhance ML techniques.
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Or any places i could look for existing ontologies which are publicly available?
Thank you for all the support!
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Within social science research methodology, pragmatism, as I understand it, emphasizes choosing methods based on those most well suited to answer a question without a priori epistemological and ontological stances. However, I am unclear as to how this might play out…
Take for example the topic of poverty. Various questions can be asked about poverty.
(Q1) What is the most effective way of reducing poverty in our city?
(Q2) How do the poor exit poverty on their own terms?
Both questions may best be answered by different sets of methods. Suppose research is completed and published on both questions. Within political discourse answers to Q1 are used to justify a policy of relocating the poor outside of city limits. Q2 is used to justify a policy of providing no strings attached cash transfers. This results in the revelation that we’ve failed to consider what questions should be asked. Thus, axiology is brought into play. However, this is also where I struggle to understand pragmatism.
To justify one’s research question as more important than another’s must a pragmatist must take an axiological stance?
In doing so are they taking the ontological and epistemological view that there is indeed a singular correct set of values?
Alternatively, would the pragmatist not believe their question is any better than another, suggesting multiple equally valid sets of values?
Perhaps I’ve misinterpreted something or my reasoning is flawed but guidance would be much appreciated. Thank you.
My questions came from reading the following articles:
Morgan, D. L. (2007). Paradigms lost and pragmatism regained: Methodological implications of combining qualitative and quantitative methods. Journal of mixed methods research, 1(1), 48-76. doi:10.1177/2F2345678906292462
Biddle, C., & Schafft, K. A. (2015). Axiology and anomaly in the practice of mixed methods work: Pragmatism, valuation, and the transformative paradigm. Journal of Mixed Methods Research, 9(4), 320-334. doi:10.1177/2F1558689814533157
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If you define pragmatism as that articulated by Peirce, James and Dewey, then whatever helps us to achieve homeostasis or accommodation to the environment that permits us to live is the best thing. It is not so much that there is no metatheoretical commitments but rather that they are different from those of other philosophical schools. In this case, what you would do is to try various methods of alleviating poverty until you find the one that works the best. There is no single, correct approach. It will vary based on the solution. I have I'm sure grossly over simplified pragmatism but I hope that I am close.
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I'm working with ontologies in owl format. According the W3C guide the properties are classified in DatatypeProperty and ObjectProperty. In addition, the properties can be functional, symmetric and transitive. In a bibliography I found three classifications: DatatypePropertys, ObjectPropertys (which could be symmetric or transitive) and FunctionalPropertys. I need to know if any of these classifications (functional, symmetric, transitive) is independent of the ObjectPropertys or they are classifications for the ObjectPropertys.
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You should start from stating which OWL You will be using for modelling ontology - 1.0 or 2.X, which will determine language expressivity. In other words I switched from OWL 1.0 to 2.0 due to the fact that I can combine DL and FOL constructs which in many cases saves the day for my solutions reasoning paths. Additionally with DL You cannot infer object properties (connect two individuals with object property using reasoner). If You use OWL 2.0 RL You will be able to extend capabilities of Your constructors which will enrich much of the reasoning capabilities.
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I am working on ontologies and decision making. I am confused at relating decision tree concepts and ontology files. I request any of you to please suggest an explanation regarding the same.
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Dear Monika,
You may try for Protege software.
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During the last two decades, ontologies has been one of the main formalisms, applied in domain modeling, and currently one can find ontological representations in almost every field of knowledge.
Consequently, I am looking for a book, which can support teaching in a first course on ontologies, their foundations, development and applications, to college undergraduate students.
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Hi colleagues, I also suggest to have a look at "Semantic web for the working ontologist" in its second edition. It contains a pragmatic approach with very concrete examples how Semantic Web Technologies help to model information and how to proper model this information to obtain benefits, .e.g., from the reasoning process.
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I am looking for a way to use otologies with graph database.
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Dear all
We are looking for ontologies that have been designed and developed for describing user interface components, UI adaptation. Does anyone know any of the existing User interface adaptation ontologies? Any limitations in these ontologies?
Best Regards
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Hello, 
here you are also the W3C ontology on User Interfaces: https://www.w3.org/ns/ui 
To search ontologies and other vocabulary encoding schemes, check out:  http://bartoc.org/ 
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Dear all
We are looking for ontologies that have been designed and developed for describing museum artifacts and objects. Does anyone know any of the existing museum ontologies? Any limitations in these ontologies?
Best Regards
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Well, the most well-known ontology for cultural heritage artifacts is CIDOC-CRM. We have been using it in our projects for some time now and I strongly recommend it. 
Also, please take a look at the Getty LOD vocabs.
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We are developing applications in the area of semantic web of things and I´d like to know more about the use of ontologies in this area.
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My friend and colleague from Turin, Maurizio Ferraris, launched a kind of new theory, he called "Nuovo Realismo", or Neo-realism, in the path of Searle, but against his notion of collective intentionality in social ontology. Anyhow I haven't been able to grasp the bulk of the matter. Can someone of you explain me the Pitch of Ferraris Theory of Social Ontology ? Thanks
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By Ferraris himself, you will find a very short and very clear overview of his social ontology (which is based, contrary to Searle, on the concept of documentality and not intentionality) in « Was ist der Neue Realismus ?  » in Markus Gabriel, Der Neue Realismus, Suhrkamp, 2014, pp. 70-75.
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Ontological types of Competitive Advantage. 
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Khalil,
The Resource Based View does provide a taxonomical framework (see attached).
Competitive advantage is dynamic and is won hour by hour by superior firm activity in their hypercompetitive marketspaces.  To the extent that the firm can build resilience and enjoy sustained competitive advantages (SCA), then to that extent it will be more successful than rivals. Firms therefore have to execute well on two dimensions, ie must be ambidextrous.  They must be good at exploration ie strategically futurescoping and from that scan of the market trends, determining their best directions.  Secondly, they must be good at exploitation ie internally executing their day-to-day operations efficiently. Organisational ambidexterity is a must for sustained survival.  If a firms is only good at operational execution and ignores future trends it will fail. If all a firm focusses on is strategic exploration and ignores excellence in its day-to-day operations, it will also fail, 
The Resource Based View (RBV) informs us that resources and capabilities that are Valuable, Rare, Non-Inimitable and wrapped-up or embedded in a unique organizational model (praxis, leadership, talent culture / management, special knowledge, Knowledge, IP etc) tend to produce Sustainable Competitive Advantage (aka the VRIO model)
An RBV framework illustrating a continuum of Competitive Advantage, ranging from Competitive Disadvantage, through Competitive Parity,Temporary Competitive Advantage and finally up to Sustainable Competitive Advantage (Peteraf, Wernerfelt, Eisenhardt, Barney) is on section C, Competitive Advantage, pages 15-15 of article below on Overcoming Barriers to Caribbean Innovation.  Also on figure attached as well.
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Dear all,
I computed Gene ontology semantic similarity as follows
I took the genes from two different co-expression networks from gene expression dataset. For example
Module 1 : 30 genes
Module 2: 20 genes
Once I had them in hand I used gene ontology software and annotate the genes using biological process category. Later I obtained GO IDs and used GOSEMSIM R package to compute similarities ranges from 0 to 1. This is the data from experiment. Now I want to test GO similarity significance as follows.
I want to check the following : What is the chance of getting the significant GO similarity from two random gene sets of the same sizes?
 I am not getting the way how to do it? specifically how to select the random gene sets of same sizes and calculate the P-values?
Can any body please let me know the exact procedures to do this ?
Thanks, Sai
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Dear Sainitin
You cannot formally test this but should instead use a bootstrap approach. This basically means randomly selecting the same number of genes (20 and 30 in your case) running the go-enrichment and compute the similarities of the resulting go-terms many times - say 1000 times.
You then compare the similarity of your set of genes (module1 vs module 2) to this background distribution of similarities and you can claim a p value 0.001 if you case is more extreme than all 1000 bootstraps (p<0.01 if more extreme than 100 bootstraps).
The important thing is here to randomly sample from an appropriate set of genes - I would suggest all the genes you tested for co-expression or all the gene that are in all your co-expression networks.
Hope this helps
Kristoffer
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I have found some suggestions in terms of explanation - that phenomena involving the emergent properties can't be explained using only a relatively lower order vocabulary. But what is a typical ontological "diagnosis" of emergence? Any good readinhg suggestions and answers are greatly appreciated.
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I like to define emergence as the unexpected which can be either positive or negative depending on one's point of view. If something that emerges is expected, I believe it is not appropriate to describe it as an emergent event, phenomenon, or property. Those things that emerge as unexpected events that are also surprises that cannot be satisfactorily explained even after observing them after the fact are the most fascinating. I authored a conference paper and a book chapter expanding on this definition/nuansce in 2007, and 2009 or so (?), respectively, if you're interested.
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My research includes developing an ontology specially designed to be used in jurisprudence information retrieval by a semantic search engine.
I would like to know what metodology is advised to perform such a task.
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Hi, I agreed to what you have discussed so far. In addition, you can have a look at useful services online that will help you to find similar ontologies or terms that you might reuse in your ontology. http://lov.okfn.org/dataset/lov/, or tips to build it, http://eis-bonn.github.io/vdbc/.
As for the ODPs, you can look into the Content Ontology Design patterns, that are small ontology solving specific and generic modeling problems.
You can also look into Agile methodologies, i.e., http://oa.upm.es/14479/1/ESWC2012-DS-Camera_Ready_v05.pdf, or Just enough Ontology Engineering, etc.
I hope this helps,
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What are the methods that address a problem like flow or flow-violation of sentiment across a series of sentences?
Given a customer review R comprising of sentences {s1, s2, ..., sk};
each sentence si has a set of features Xi = {x1, x2, ...., xn}i ;
We fit a binary classifier which takes {X1, X2, ...., Xk} as input and gives sentiment polarity labels {Y1......Yk} as output.
There are ambiguous sentences which the classifier is not able to correctly classify. To improve this, we assume that there should be a flow of sentiment within a review, which is broken only under specific conditions.
E.g., a consumer may feel very positive about a laptop, except some of its aspects. So, sentence-after-sentence they say positive things (flow) but then one sentence is negative (flow-violation), marked by either a contrast term like 'but', 'however' etc. or by a strong negative term or both.
One way to check this flow or flow-violation is to use an auto-regression like model.
So, we predict Y values using the classifier. Then, we make corrections for a Yi using weighted sum of previous predicted labels and current value of Yi. The estimation of weights is a different problem.
However, I want to directly use a sequence of features Xi, Xi-1, Xi-2... in a classifier so it can learn the dependence on previous sentences itself. The problem is that this approach becomes computationally complex due to feature size. Also, manually tuning a auto-regression like function gives better result.
What are other methods that address a problem like flow or flow-violation of sentiment across a series of sentences?
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Hello
i suggest trying and finding a similar model like this:
Real-Time Sentiment-Based Anomaly Detection in Twitter Data Streams,Khantil Patel(B), Orland Hoeber, and Howard J. Hamilton
they detected anomalies in sentiments with windowing and getting a weighted average. it is better than regression to be honest.
you can also use a Reinforcement Learning based method to find a sate, in which an anomaly is detected.
Best!
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Hello.I have a training dataset in which it has discrete class label but i want result in testing dataset class label as continuous value.So is it possible by using any Prediction algorithm?.Thankyou
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Most classification algorithms will give you a class probability (which normally you turn into a discrete binary problem. Imagine a 2 class problem. A neural Network will normally give a result like this out=[0.05 0.85]. So you would choose class=2, so you are actually discretezing the result. For example if the result is [0.5 0.5] you cannot say which class has more probability, so you just choose 1 at random. I guess if you will want to have continuous class labels, you should take a look into Fuzzy Logic.
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If the high degree nodes are sequentially removed from the network, the network quickly fragments into disconnected components. Will similar fragmentation be observed if the nodes with high social capital are removed?
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To me social capital is a complex concept and it depends how you are defining it, for example, Networks, norms and trust or bonding, bridging. Keeping all the aforementioned social capitals in mind, I don't think there will a sudden decrease of social capital, at least no immediately, even if an important link is removed. For example, in case of family, the siblings still come to help you even if the parents have passed away (bonding). On the other hand, may be children don't have same affiliation with children of parent's friends and there will be less frequency of help and rescue.
In short, the concept of social capital is pretty fuzzy and many other factors would be involved in fading or strengthening of network after removal of a key link.
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For example Club web dataset for Open Information Extraction 
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Hello,
Check out the machine learning repository:
Regards
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is bridge rules a good answer to it or evolving MCS are good approach.
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lala protege ko achay tareekay say dayk lo or google ostaz say apnay problems baghair kuch chpayay pocha karo.
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Ontologies are recognized as a mean of knowledge modeling and representation in the Semantic Web. Moreover, they have been the subject of several works on the visualization of their content. My question concerns the way in which it would be possible to evaluate a data visualization system in general, and in particular ontology visualization system.
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I need to design my case experiments to address both a simple ontology and a complex ontology. How can I quantify ontologies in terms of the number of classes, entities, etc?
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Dear Farshad,
I confirm the answer provided by Jasmin Cosic and I join his idea. But I add that if you want to assess the complexity of one ontology or more, it will be appropriate also to take into account what is called the granularity degree of an ontology. This degree varies from one ontology to another according to fineness of description and/or modeling adopted by the ontology developer. Hence, the notion of ontology complexity is relative. For example, you can have two ontologies that describe the same theme and the same context but with two different granularity degrees. This also leads to define the structuring level of ontologies.
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When using domain-specific ontologies for describing business collaboration, the used concepts (or more precisely, the value of the concept) may have different contextual interpretations according to the local business context (e.g. for the concept "Price" there is many contextual dimensions : Currency, VAT, Date, etc.)
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It is not really what you are looking for but I think you should explore GoodRelations Ontology, it is a well established and maintained business ontology:
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I am going to classify patents from two different perspective: 1) how much they address a specific pre-determined technological attributes, and 2)how much they address pre-determined market need. That means I am going to do the classification two times and then figure out those patents address the two attributes. I am going to use two ontologies to model the concept of each of the 'technological attributes' and 'market needs'. Also, I am going to use all keywords semantically address those keywords which are determined in the ontologies. I am going to use a lexicon database like WordNet.
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Dear Farshad,
Some articles show me that SVM is outperform than K-NN & NB, see the attachments.
I had conducted experiments on classifying bibliography using NB and SVM, SVM gave better F1.
I suggest you experiments with some text classifier methods. But, if you don't have much time, I suggest you use SVM. For large training dataset and testing dataset, Linear-SVM is better than other kernels. I trained 4 million line of text using Linear-SVM in 70 seconds. Use liblinear module, you can download it from: https://www.csie.ntu.edu.tw/~cjlin/liblinear/
Best regards,
Harry
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Ontologies are playing important role for interoperability in IoT that we can see there are several exist ontologies for IoT but I am just wondering whether it is possible to extend ontology for IoT with trust concept. 
Does anyone has ideas about it? 
Thanks so much. 
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Any idea can be conceptualised in an ontology, so the trust concept can be included in IoT ontologies by being careful how this concept is related to others in that domain. The common issue with ontologies is that there are too many with different scope and purpose. My recommendation is to reuse and extend (if exist on th IoT field) well-known ontologies; or design your own ontology with possibilities to be reused by others. Reutilization is one of the advantages of ontologies.  
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how can i align 2 ontologies in protege.
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Although, the question is not detailed enough to be answered, a number of methods and tools are available for this purpose. You should read the following book (especially its Part-II), in order to be able to select the best in your case:
Ontology Alignment: Bridging the Semantic Gap (Semantic Web and Beyond)
by Marc Ehrig (2005)
Best of Luck
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Someone knows some ontologies that have more than 100 SWRL rules?  I would like to run tests on these ontologies in Ph.D.
I only know this ontology:
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Yes you are definitely right! One has to use Protege 3.5 to author rules and Protege >=4 to execute them on an OWL 2 ontology. However, one more reason is the introduction of SPIN rules, i.e. SPARQL CONSTRUCT expressions that are stored within the ontology. And tools such as TopBraid composer can be used to run these rules. Of course, ontologies must be in the OWL 2 RL profile, namely a rule-equivalent subset of OWL, so that OWL2 RL reasoning can be combined with user-defined rules in SPIN.
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I'm interested in finding ontologies in the domain of sustainable territories
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Have you try https://duckduckgo.com. Some of the search engine above don't work
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I need:
1- A set of natural language (NL) rules or a legal text made of NL sentences
2- The formal requirements extracted from these NL rules (or from the legal document)
3- Related resources (e.g terminologies, ontologies) required for the transformaltion NL -> formal expression
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The Object Management Group maintains datasets that formalise the "Semantics Of Business Vocabulary And Rules" (SBVR). You can find them here: http://www.omg.org/spec/SBVR/
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For instance, I've found work on ontology matching and ontology mapping but the application is to ontologies at the same level, i.e. a book in an ecommerce catalogue and a book in a library catalogue.
As an example of different levels of description consider the domain health with domain lung cancer. (ill)Heath and Cancer both describe the same underlying phenomena (tumours) but at different levels of description. The health level is a summary or outcome level, the cancer level is an event or process level.
Maybe it would help to think of cancer process as nested within health outcomes.
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If I properly understand, the issue you rose is about multiple ontologies integration, e.g. the case of canonical anatomy and cancer diseses. If your application domain is biomedicine, you probably know Bioportal (look for the FMA and the Disease ontologies), as well as the works done at the U.S. NCBO, at the University at Buffalo (look e.g. for Barry Smith, Mathias Broachhausen), at the University of Manchester (Alan Rector, etc.), at the University of Graz (Stefan Schulz). At the German institute called IFOMIS, researchers have developed a tool for the semi-automatic integration of ontologies (look for Ulf Schwarz, and Luc Schneider). Then, you should probably investigate the use of both subsumption relationships between classes (e.g. cancer *is-a* disese), as well as specific relationships allowing you to express domain knowledge (e.g. pathologic formation *part-of* body; metastatic process *occurs-in* body, etc.. ). A very well-known paper adressing the use of relationships in ontology engineering is: Barry Smith et al., Relations in Biomedical Ontologies (http://www.genomebiology.com/content/6/5/R46). Hope this can help! Thanks for the discussion! 
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Description I'm developing an OWL application that uses a reasoner. The classification takes too much time (more than 4 minutes) as I'm treating a relatively large ontology. I don't want to waste this time each time I run the application. The alternate is to save the reasoner inferred model and use the stored inferred one instead of running the reasoner each time.
Let's consider the following ontology:
Example
:A rdf:type owl:Class .
:A1 rdf:type owl:Class ;
rdfs:subClassOf :A .
:A2 rdf:type owl:Class ;
rdfs:subClassOf :A1 .
which asserts that A2 subClassOf A1 subClassOf A.
Problem When I use Protege 5 with some reasoner (e.g Pellet or even Hermit), start the reasoner and save the inferred model with all the available inference options. When I open the inferred model, I see that it doesn't state that A2 is a subclass of A. It only states that it's a subclass of A1. see below what it contains about A2:
A2 rdf:type owl:Class ;
rdfs:subClassOf :A1 .
I want all the implicit knowledge to become explicit. This work by Protege doesn't give me what I want (i.e. don't assert that A2 is also a subclass of A)? What is the problem? Any alternatives?
Remark: Saving the inferred model using some other tool (i.e. Jena or OWLAPI) will solve my problem as well, however, calling their methods to save the inferred model behaves the same way as Protege.
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I presume you are using protege, rather than jena library/OWL API directly. Have you tried with the export (all inferred axioms) option? or u just saved the file after running reasoner?
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I am proposing a mixed methods approach, and my sub-questions require different approaches. Hence, in the first phase of my study, I have a relativist ontological approach, and in the next phase, my ontology is realist. Is that alright? Does this change need to be justified?
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My impression of the MM literature is that this would be an unusual approach. Gert Biesta has a chapter in the (giant) 2010 edition of the SAGE Handbook of Mixed Methods (Chapter 4, pp95-119) that talks a little about ontological mixing, and doesn't seem to rule it out - though I don't see him give any examples where it was done. You might find it useful one way or another:
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I am trying to develop a semantic search engine that use ontology based query expansion i.e. user entered query keywords are matched to ontology classes and new related concepts will be fetched from ontology. The new information is added to user query to provide better results when we do searching.
I tried to develop some small ontology and tried query expansion approach. My problem is how to cover a whole domain in ontology(like science, arts, engineering, biology etc.)and do semantic search to show utility of approach. Are there any good ontology that can cover a whole domain that i can use with user query for query expansion.
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There are quite some open onologies in the area of Biology and Biomedicine. Try http://www.obofoundry.org/ for a first overview and further links.
When it comes to medical terms and concepts you certainly want to look at SNOMED and UMLS (https://uts.nlm.nih.gov/home.html)
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I have to test a novel approach for querying RDF data and also the impact of the triple store on my proposition. So first I tested it on Jena TDB, OntoDB and now I want to test it on RDF-3X but I have no idea for beginning with RDF-3X.
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No, i didn't. Are there any protege Tool  for using the triple store RDF-3X?
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Anybody know if exists some variant of OWL language, specially designed for the spatial domain ontologies. Similar to GeoSPARQL regarding SPARQL.
Greetings.
.
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What do you mean by reasoning? sparql can be used for some kind of reasoning purpose.
Pellet has implemented a spatial reasoner but there is no so many spatial reasoner available
The OGC Geo Spaql standard is not only about querying is also the definition of property and class that can be used to described spatial information.
 you should follow the work of a  team  of
Manolis Koubarakis,
Kostis Kyzirakos
about stSPARQLand stRDF data.
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Wonder, what are the applications of ontology matching. How knowledge matched / mapped / aligned with between pairs of ontology can be used. How we can justify the use of both types of knowledge i.e. knowledge which is being found common in both ontology and knowledge which is uncommon between pair of onotology.
Hope I am clear and concise enough to put the Question here....
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any application that needs to overcome the semantic heterogenity in particular:
-Integrating sources of information - seeking information - discovery and composition  of web service- the evolution of information systems - changing ontologies .....
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I'm about to start a new research over this subject. 
I'd appreciate your help if you have some information to share with me.
Thanks in advance;
Eduardo
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Eduardo, there is, of course, considerable discussion of the relationship between quantitative and qualitative research from the perspective of their philosophical presuppositions - see for instance, Craig Thompson's work in marketing. Tony.
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Hi,
I have a set of ontologies related to Cultural Heritage domain created by technical experts and a textual corpus written by archaeological experts. My problem is that the ontologies need to be filled by archaeological knowledge (that I don't know big things), so I'll use the archaeological texts to try to extract the information needed.
I need your recommendations about methods of information extraction.      
And for ontologies, is there any heuristics to fill an Ontology automatically? (I have the T-Box and I have to generate the A-Box)  
Thank you for your interest,
Best regards.
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You better first get in touch with the people from the Europeana project who have lots of experience with describing data in an ontological framework
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But do not know if the version I downloaded contains only the Ontology Sumo or other manufacturer's components like Dbpedia, FOAF and other Ontologies that are in sumo.
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The connections refers to instantiations of some concepts related to other ontologies (ex: FOAF) in your ontology.
You can filter the classes defined in SUMO by just analysing the URIs prefixes. 
I hope that I was clear and helpful.
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I am searching for a plug in for Protege to find out the number of class relations and object properties for an existing ontology. Is there any?
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I agree with Vinicius, Protege 4.* has an ontology metrics tab. And if it's not visible (I think it's not visible in the default setup), you can make it appear through Window > Views > Ontology Views > Ontology Metrics.
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The Cartesian view of avowals proposes that the inherent subjectivity of the linguistic act not only establishes its validity but also posits the speaker as the ontological source of the representation. Thus, this view grants an unchallengeable authority to self-ascriptions of mental states. In Speaking My Mind: Expression and Self-Knowledge, Dorit Bar-On argued for a neo-expressivist approach that separates the semantics of avowals from their epistemology. Is it not the case, however, that the conative nature of an avowal as a speech act allows for the expression of feeling, self-knowledge, etc., without actually involving any claim that the avowal is veridical?  If one utters, “I am tired,” could the utterance function as an indirect speech act to persuade a response in the hearer? In such an instance, would the avowal, contrary to the Cartesian view, be truth-apt and challengeable?
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I have written a philosophically oriented paper that addresses -- I think -- this question. My idea is that avowals can be seen as moving on a scale from expressive ones to (self-)descriptive ones, with most being in a middle category where they are both expressive and descriptive. I'm influenced in this by the later writings of Ludwig Wittgenstein. "I am tired" can in one context be a purely expressive speech act, where it is functionally equivalent to, e.g. a sigh, and not put forward as truth-evaluable. But in other contexts "I am tired" is a speech act that both describes my state of mind by expressing it, and expresses my state of mind by describing it. Such speech acts have a special authority, because I have a unique authority in expressing my own mental states. But they are also challengeable and truth-evaluable, because in interpersonal communication it can be questioned whether my avowal, however honestly expressive, is also a valid description of me according to some public standards. Most typically, it seems to me, when I avow "I am tired" I want to do both: Express my tiredness, and request that my avowal is also treated as true, i.e. that my state is recognized as one of tiredness.
This is a very interesting theme, and I am working on it!   
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Is there any domain ontologies (in owl format) which capture the educational concepts in the JAVA programming course or c++ ?
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Hi Mona,
Linked Open Vocabularies (LOV) is great initiative when you are looking for existing ontologies that describe certain concept. You could simply search for a certain class or property and get links to the matched ontologies as a result .
The links usually contain descriptions of the classes and properties of an ontology as well as file in OWL, RDF or other Semantic Web/LOD standard format of the ontology that you could easily convert to OWL (if necessary) using online converters for instance.
Hope you'll find this useful,
Bojan
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what is the best ontology editor for the beginner?
such as Protege, OntoEdit; or is there any other visual ontology editor?
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I would say that for the beginner, Fluent Editor by Cognitum, would be well worth looking at. The reasons I like this are:
  • For academic and personal use it is free!
  • Cognitum has developed what they call "Controlled English" or "Controlled Natural Language (CNL)" that they use in their editor. This is more easily understood by "mere humans" like myself; OWL has very technical and precise language to describe ontologies that can be daunting for the beginner.
  • You can export from the CNL format to OWL, and for pedagogical purposes this can be an excellent path to learn the more formal language.
  • There is a connection with R (also free!) that is very exciting to explore (I like R!) and this also provides the means for Fluent to provide visualizations of ontologies.
Good luck!
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In his Treatise, Hume refers to "a progress of the sentiments" (Book III, Sec. II). As I understand this, he takes it that we may develop a bona fide commitment to justice such that it can supplement or even contravene the private interests that originally gave rise to it (i.e., justice being a product of artifice). I take him to be making an ontological claim here rather than a historical one, particularly as he appears to regard our “suppos’d state of nature” as "mere philosophical fiction". Is there an alternate interpretation?
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Dear Ferenc (and Jim and Prof Callaway),
I read with interest this threat partly because of my particular interest in Deleuze and, in turn, his profound interest in Hume.
Given your recent comment, could I check with you as to whether Hume himself made the distinction of culture as a 'second nature' (and if so, where?)
Thanks
Maria
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I am dealing with ontologies and I need patient ontology as soon as possible
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I mean: in a state of exception all legal categories collapse, and at the end of day the same act can deserve a medal or be deemed high treason. In this way it represents, according to me, a pure political world, where the law is suspended. 
From my viewpoint the law is to a large extent an ontology, a weaponed ontology, establishing the things composing the stuff of the world : goods, persons, properties, absolute rights, agreements, deeds, covenants, contracts, and so on.
Then it seems to me that a pure political state has no ontology, and as such is completely shapeless, and it works only through decision and mobilisation. 
This would also be practically important in the US constitutional law, since the Supreme Court maintains that a "political question" can not be justiciable.
As such the nature of the political seems to lie outside the law in a realm of pure ontological ambiguity where all things get confused, precisely at the opposite of a world governed by the rule of law, which needs, first of all, a fixed social ontology to establish its own domain.
Is such a sharp opposition between the legal and the political, in ontological terms, sustainable or not ? And where it can bring us to?
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Dear Pier Giuseppe
Let me share with you just some general approaches.
1) I am not very fond to think in terms of "ontologies", just because it usually means immutable essences, and therefore also liable to absolute truths. Beyond that, I can understand the approach that seeks a deeper understanding of this problem.
2) the problem you pose is about the relationship between politics and law. Generally, it is assumed that politics and law are independent and excluding experiences. Under this assumption, of course, states of emergency mean a collapse of rule of law.
3) however, in my view, it should be seen from another perspective: in any case public power corresponds to the policy. The policy can be exerted in a wide range of possibilities: through brutal ways (war) or through more rational ways (under rule of law), including intermediate or mixed forms.
4) keeping this in mind, it allows us to remember that : (a) even under the rule of law, politics is present everywhere, it's only a matter of degree; this includes the case where a judge decides when it should make an exception to the general rule for reasons of inapplicability or reasons of equity (b) is always risked falling into less civilized ways of exercising power (c) even when politic power exerted by violent means (uncivilized), the expectations of legitimation of power -in today's world- compels rulers to respect -as much as possible- legal forms, or at least, to promise to do so. Therefore, I think that the states of exception are instances in which the holders of power whereas interpret that must resign certain legal forms for the benefit of desirable outcomes, including to satisfy public opinion, hoping to legitimize power. Naturally, the less intense the withdrawal of legal forms and the more credible its exceptionality , the greater chance of being accepted. In those terms, states of exception (emergency) can be interpreted even as been part of the experience of a (legal) civilized politics, perhaps to the least extent, or perhaps on the way to stop being so.
Otherwise, I agree with the theoretical references that mention our colleagues.
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I have information annotated with concepts from ontologies, all stored into RDF store. To conduct a semantic-based search using concepts hierarchies, I use SPARQL queries. I noticed that more the query is becoming complicated more it takes more time to be executed. Is there any solutions to index and optimize ontologies-based search.
Regards.
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query rewiritng is the option to do your optimization of ontology based search.
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Dear All
could you help me in finding some existence rule bases? No idea about its implementing. I am working with ontologies in protege and I need some knowledge bases to deal with it. if the implementing is important please lead me for some appropriate ones.
If there is not such rule bases could you help me how to create them? (creating them is not focus just want to test ideas)
ps. better if the knowledge bases  are in medical domain
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Hi Saba, your question is a bit confusing, since these terms refer to different things: rule bases, knowledge bases, ontologies. What Matt suggests above is a repository of ontologies. Rule sets (and rule bases) are quite more difficult to find, but from your question I understand that you need to load an ontology in Protege and then run some rules on it. This is quite easy to do in Protege and you will use the SWRL rule language. Please let us know if you need any assistance in that.
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Please I need help on how to go about classifying documents using WEKA. I am doing classification of dissertations of my department. The assignment is to do an Ontology-based classification of 250 dissertations against Gartner's Hype cycle. The aim is to determine which field of IT each dissertation falls into.
Thanks
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Thank you Abdelbadie Belmouhcine. Your answer is really helpful. Can you throw more light on the ontology aspect?  Does WEKA supports multiple classes.  Because I am considering developing ontology for each of the IT fields in the Hype cycle. which means I have more than 40 different classes. Suggest possible ways I can do it please if different from what I already said.
Thanks
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As above.
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There is a wrapper program available from CPAN or Sourceforge called "SenseClusters" which does text disambiguation where words have the same form but different meanings.  In order to use it with Arabic, you may have to convert your text to a roman alphabet.
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I'm interested in any resources that can support the following 3 tasks:
1) cross-lingual information seeking (e.g., query formulation support, searching, browsing, retrieving, or evaluating search results in either work or leisure contexts);
2) bilingual cataloguing (e.g, entering electronic catalogue data, performing subject analysis, classification or indexing);
3) translation support for either of the above.
Specifically, I'm looking for concrete examples of bilingual thesauri; bilingual corpora; alligned or parallel corpora; machine-readable dictionaries; databanks, taxomonies, ontologies or other authoritative lists of terminology; and perhaps, translation aids or links to useful site that contain any of the above.
If you've ever used or seen such resources and could comment on how authoritative, useful, and/or helpful you found them to be, could you please post your suggestions, pointers to research, and/or links. Much obliged! VR
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For information about corpora and other lexical resources in any language, the best place to ask such questions is Corporal List.  To subscribe or to browse  the archives of that list, see http://mailman.uib.no/listinfo/corpora .
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Few people would go further to highlight indigenous ontology within scholarship. Can anyone share their definition of indigenous ontology and its application within academic studies?
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Hi Che-Wei, I think it is possible to offer a range of definitions drawing on indigenous writers themselves. I've found the following useful texts in gaining an understanding of the various perspectives from an education and research perspective. There are more of course, but I don't think the words ontology, cosmology, axiology or epistemology are necessarily 'owned' as western constructs unless they are specifically defined in western terms.
Denzin, N. K., Lincoln, Y. S., & Smith, L. T. (Eds.). (2008). Handbook of Critical and Indigenous Methodologies. Thousand Oaks: SAGE Publications. (especially the intro chapter)
Chilisa, B. (2012). Indigenous Research Methodologies. Los Angeles: SAGE Publications.
Smith, L. (2012). Decolonizing methodologies: Research and Indigenous Peoples (2nd Edition ed.). London: Zed Books.
Arbon, V. (2008). Arlathirnda Ngurkarnda Ityirnda: Being-Knowing-Doing, De-colonising Indigenous Tertiary Education. Teneriffe, QLD: Post Press.
Nakata, M. (2007). The Cultural Interface. Australian Journal of Indigenous Education, 36(Supplement), 7-14.
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I am Working on Protege Tool for constructing ontologies. I can say that is semi-automatic. Can you suggest the ways to do it automatically?
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There are a bunch of surveys of ontology learning from text, including
Albeit, while you might succeed in learning ontology-like structures automatically they will probably not look like ontologies one would create by hand.
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I already know that there exist several ontologies for describing e.g., comments like http://www.openannotation.org/spec/core/core.html, or SIOC, but I could not find an ontology that covers all kinds of social data activities of one object(including tags, ratings, shares, comment,...). 
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Hi all,
Thanks for your answers. Among the papers you recommended, I could not find any practical ontology covering all kinds of social activities. At lease to cover rating, sharing, comment and taging together. Some comments below:
Gianni,
the article mostly related to capturing agreement in the user opinions by using meta-tagging. So it focuses on a specific area and not all types of social activities such as mentioned (e.g., rating)
Ana Alice,
Your paper is very interesting, although I could not find an ontology related to the suggested DC vocabularies. For example, the rating is multi-dimensional which should consider several aspects like rating type, rating value, ... which I miss it here.
Any case, is these any practical or implemented ontology in this regard to download?
Finally, I am creating a social data ontology from the scratch so that all kinds of social activity related to one digital object are covered. Maybe it leads to a paper, any one interested?
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I know there is a large ontology repository for example here: http://rpc295.cs.man.ac.uk:8080/repository/. I am also aware of generators like LUBM or UOBM. However, they provide either a lot of different ontologies without instances, or (in case of generators) ontologies with fixed number of instances. What I am looking for is a dataset (or generator) that allows to create ontologies of different size (different number of instances).
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I just uploaded the datasets we used for the attached paper. You should be able to access them via that publication link.
Is the TBox complexity relevant for your experiment? If it has to be a specific TBox, it might be necessary to write your own instance generator that populates the ontology exactly the way you want it. (Often not all classes / properties need to be populated explicitly.)
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Does anyone have experience with including mathematical models in ontologies? I would be interested in publications where the semantic context is related to models, distributions or differential equations.
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Hi Marcus, a very helpful review can be found in the attached link. Hope it helps!
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First step to construct information retrieval system (IRS)
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@Monika, the first step is to search for existing ontologies and vocabularies, really. You may find interesting Linked Open Vocabularies (LOV) (http://lov.okfn.org/dataset/lov/search/). However, if you decide to build ontology from scratch you should stick to any well documented methodology, for example NeON methodology (http://mayor2.dia.fi.upm.es/oeg-upm/index.php/en/methodologies/59-neon-methodology) or simpler approach Ontology Development 101 (http://www.ksl.stanford.edu/people/dlm/papers/ontology-tutorial-noy-mcguinness-abstract.html)
Best wishes
Marcin
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I have found the one available by Uni of Manchester (http://www.w3.org/2001/sw/wiki/OntologyBrowser), but I was wondering if there are any other tools out there. Google does not seem to find any alternatives, though.
Note that I am NOT looking for an ontology editor but simply for a browser.
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@Sowmya
Thank you very much for all your effort! :)
I have downloaded oBrowse and will deploy it on my local Tomcat in a while.
Meanwhile, I have also deployed Manchester's ontology browser here (http://kerveroc.gr:8888/browser/) - feel free to play around and experiment with browsing some ontologies (it has some pre-loaded ontologies, but you can also input the URL of your ontologies if you like).
Will get back to you with my feedback on the oBrowse tool.
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Seeking your valuable suggestion with logical reasoning. Thank you
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ontologie can have a structure as a graph (like RDF) or tree (Like XML ) structure.
take a look :
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Is there an ontological database for metabolic rate regulation? The ontologies I have thus far found online are extensive networks of formal connectivity and causal in nature. I am looking for ontologies that will lead me to sources of quantitative data describing rate regulation from which I can glean rate constants.
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Thanks...BRENDA and Sabio were heretofore unknown to me. BRENDA provides the kind of resource for which I was seeking.
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Can ontology be used or dictionary is to be used for analysis? I am doing my research with python and nltk components. I have different types of datasets like movies, electronic datasets, baby products etc. How should I use ontology here? Can anybody suggest and explain a detailed explanation? How can I identify noun phrases? Next time I will have to use feature extraction.
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Using ontologies:
Ontology-based sentiment analysis of twitter posts http://dx.doi.org/10.1016/j.eswa.2013.01.001
or
AN ONTOLOGY BASED SENTIMENT ANALYSIS - A Case Study
or
From Tags to Emotions: Ontology-driven Sentiment Analysis in the Social Semantic Web
Using dictionaries:
Corpus-Based Dictionaries for Sentiment Analysis of Specialized Vocabularies
Hopefully, this helps.
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I am looking for an ontology whose domain is visualization.
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We are also interested by this topic ...
@Nikola : especially for table/matrix, tree/treemap, network/graph representation & visualization.
@Jan : we plan to study VISO in order to see what could be match our needs and complete our RoadMap vision for our SEAMLESS project which is a Semantic Cartography framework
We already uses very simple representation ontologies and visualisation ontologies developed by ourself ... but we want to go to a more "standard" approach
We also set up a Semantic Cartography LinkedIn Group order to discuss and share about tool and visualization methodology driven by ontologies : https://www.linkedin.com/groups?home=&gid=8101187&trk=anet_ug_hm
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Also, how do we judge it for its correctness and usefulness?
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In our case, we judge the ontology by its impact from the experts view and the users end.
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Many Arabic NLP tools have been developed ate the morphological and syntactic levels. Are these tools used in building arabic ontologies?
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You can see
Mohamed Mahdi Boudabous, Lamia Hadrich Belguith et Fatiha Sadat, Exploiting Arabic Wikipedia for automatic construction of a lexical ontology, International Journal of Metadata, Semantics and Ontologies (IJMSO), Vol. 8, No. 1, 2013.
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I want to structure my knowledge base by differentiating knowledge that should be known by novice experts and knowledge that should be known by experts. Is using an ontology a good way to this structure?
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@Ian yes thank you i am reading them thank you very much i will send you my feedback
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How do I distinguish an ontology that is being developed (or needs to be developed further) from an ontology that is fully developed and requires no further modifications.
How do I discover that my ontology is immature and needs to be developed further?
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Ontology Maturing is a continuous process that starts with new emergence of idea (which) can be represented through a new tag or relation within the ontology to be then more discussed by the community and/or refined, then shared as a common vocabulary which then can be part of a light-weight formal ontology (Mature ontology).
in the MATURE project (http://mature-ip.eu/) you can find some articles for knowledge maturing and ontology maturing models such as: (Ontology Maturing:
a Collaborative Web 2.0 Approach to Ontology Engineering)
the research of this is still going on and we are in Learning layers project (http://learning-layers.eu/) taking this research further to tackle the problem of scaling up technology at the work place.
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I want to model users in social network, in order to get their interests. Should I use statistical topic models, or ontology. What is the difference?
I would appreciate if you can provide useful simple tutorial to quickly build background about ontologies.
The question maybe trivial, I'm just speaking my mind out with you! #I'm a novice researcher!
Thanks in advance.
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A statistical model would take into account the frequency of topics. An ontology will let you catalogue the topics and their relations.
The two techniques are not disjoint; you could use a mixed method. Be guided by what you want to do with the interests when you elicit them. For starters see http://en.wikipedia.org/wiki/Statistical_classification and http://en.wikipedia.org/wiki/Ontology_%28information_science%29 and while you are there see also http://en.wikipedia.org/wiki/Concept_map
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In the context of the Semantic Web, a vocabulary is basically a synonym for ontology. So obviously the term "vocabulary" is already reserved. Is there a term for the set of individuals that can be used as a subject in a triple (i.e., instances of a certain class)?
Let me give an example to clarify this. In my ontology I have an object property that links a person to a country of origin. The range of that object property is a class "Country". To make the system interoperable in the spirit of the Semantic Web I would like to use an existing list of individuals for countries. How is such a list of predefined individuals called?
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I think that the notion "vocabulary" is a little bit ambiguous (due to its use by Gruber for defining of what an ontology is): in referring to an ontology", "vocabulary" means "(a hierarchy) of concepts"; in referring to lexicology or linguistics, a vocabluary is simply a list of words of a natural language like German; with respect to specialised languages, a vocabulary is called a "terminology".
A vocabluary - in the sense of lexicology or linguistics - can be composed or classified with respect to a given point of view. For instance, a list of nouns can be classified under the lable "country". In this case, the label "Country" possesses a specific status (a metalinguistic one) which can be called a concept.
Now, if you compare different lists of nouns (called toponyms) composing the concept "country", you will become aware of the fact that there are more or less important variations in those lists: You may find in some lists "BRD" and "DDR" and not "Deutschland", in other lists you will have "China" and not 'Popular Republic of China" etc. etc.
This means that the label - the concept - "country" indeed posesses an implicit definition which varies partially from one "point of view to another, from one context (of application, interest, ...) to another. So, it depends of what the label - the concept - "Country" should represent: the toponyms of a naturel language; the toponyms of a corpus of texts, the toponyms for a specific application, etc
As far as your example is concerned, the toponyms you "have" to use are usually called "normalised vocabularies" or again "Standard vocabularies" and they possess an ISO id.
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I am research scholar working on development of information retrieval efficiency of digital libraries. I found many research article where ontologies had played important role in enhancing retrieval efficiency. But how to integrate ontologies in digital libraries and how can we evaluate them? Can anyone suggest this to me?
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Dear Nilesh, I recommend you to have a look at my article, available here, in Research Gate, called Infopragmatics. It may be of highly considerable help for those who cannot get pertinet information from commercial Information Systems,
such as the ones provided by Elsevier, Ebsco, ProQuest and the like, and it consists of an uncertainty theorem, a linguistic algorithm and a linguistic storm (lingstorm). If you have any additional question or comment, I will be glad to answer. Cheers!
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Learner's extent of courseware exploration (quantitatively and qualitatively) need to be determined in this research for adaptiveness and administrative actions.
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Dear Rafiu Mope Isiaka, Go through the article available at link given below.
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What are some of the most popular multimedia ontologies out there?
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Those already reported, plus LSCOM.
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How can I do this in English?
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One can determine the tense of a given verb in a sentence. But multiple verbs referring to several tenses can occur in a single sentence. An interesting discussion here : http://contextors.com/The-Contextors-Tense-Conjugator
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Both of them are based on first-order logic and are often represented through UML diagrams or similar. Also, they capture domain knowledge.
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Fact model is based on formal first order logic representation and has uniform solution that that can be reached by series of first order logic equations
On the other hand , domain ontology dos'nt provide a finite uniform solution but reaches to some range of solution domain
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I'm collecting data about the Open Data Apps which are published on public Open Government portals around the globe, such as http://data.gov.uk/apps and http://www.data.gov/developer-apps-showcase. Therefore I need an ontology for describing them.
After a little research, I was unable to find an ontology to meet these requirements.
Do you maybe know of an ontology intended specifically for Apps?
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Thanks Ricardo, this is a good article.
However, I was looking for something along the line of the Oped Data Applications Vocabulary: http://vocab.deri.ie/odapp. But, this one is a very limited ontology, which does not cover the model I need.