Reframing neural networks: deep structure in overcomplete representations
In comparison to classical shallow representation learning techniques, deep neural
networks have achieved superior performance in nearly every application benchmark. But …
networks have achieved superior performance in nearly every application benchmark. But …
[BOOK][B] Analysis and applications of the Locally Competitive Algorithm
DM Paiton - 2019 - search.proquest.com
Abstract The Locally Competitive Algorithm (LCA) is a recurrent neural network for
performing sparse coding and dictionary learning of natural signals. The network itself lacks …
performing sparse coding and dictionary learning of natural signals. The network itself lacks …
[HTML][HTML] Inference via sparse coding in a hierarchical vision model
Sparse coding has been incorporated in models of the visual cortex for its computational
advantages and connection to biology. But how the level of sparsity contributes to …
advantages and connection to biology. But how the level of sparsity contributes to …