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Updated: Jun 18, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
Images, frames, and connectionist hierarchies
1Gatsby Computational Neuroscience Unit, University College London, London WC1N@3AR. dayan@gatsby.ucl.ac.uk
Abstract:
The representation of hierarchically structured knowledge in systems using distributed patterns of activity is an abiding concern for the connectionist solution of cognitively rich problems. Here, we use statistical unsupervised learning to consider semantic aspects of structured knowledge representation. We meld unsupervised learning notions formulated for multilinear models with tensor product ideas for representing rich information. We apply the model to images of faces.
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