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Introduction
My primary research interest is semantic networks. Semantic proximity can be measured by a random walk, starting at a node and then taking the count of visits of another node. If one declares special nodes in between them as black holes with the property that they swallow RW visits but never leave these nodes, this is an alternative to using neural nets in transformer architecture.
Education
October 1985 - February 1992
Publications
Publication (1)
The proposed method enables semantically tolerant searches on words,
symbols, or tokens. Consider the words {cat, exploration, sky, that,
more, train, door, Jupiter}. Which pair best matches ResearchGate,
assuming there is a semantic network that links ResearchGate with
'research' and 'gate'? Intuitively, the pair {exploration, door} seems appr...



