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Topic: word2vec

Seminar
1 seminar

In Artificial Intelligence and Bayesian Statistics

Seminar · Cognition

Probabilistic Analogical Mapping with Semantic Relation Networks

Hongjing Lu · UCLA

Thu, Jul 1, 2021 · 16:00 UTC

Hongjing Lu will present a new computational model of Probabilistic Analogical Mapping (PAM, in collaboration with Nick Ichien and Keith Holyoak) that finds systematic correspondences between inputs generated by machine learning. The model adopts a Bayesian framework for probabilistic graph matching, operating on semantic relation networks constructed from distributed representations of individual concepts (word embeddings created by Word2vec) and of relations between concepts (created by our BART model). We have used PAM to simulate a broad range of phenomena involving analogical mapping by b