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Deep Convolutional Networks are Hierarchical Kernel Machines 

Anselmi, Fabio; Rosasco, Lorenzo; Tan, Cheston; Poggio, Tomaso (Center for Brains, Minds and Machines (CBMM), arXiv, 2015-08-05)
We extend i-theory to incorporate not only pooling but also rectifying nonlinearities in an extended HW module (eHW) designed for supervised learning. The two operations roughly correspond to invariance and selectivity, ...

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AuthorAnselmi, Fabio (1)Poggio, Tomaso (1)Rosasco, Lorenzo (1)
Tan, Cheston (1)
Subjectextended HW module (eHW) (1)Hierarchy (1)
i-theory (1)
Invariance (1)
Machine Learning (1)Selectivity (1)... View MoreDate Issued2015 (1)Has File(s)
Yes (1)

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