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cs.CC2017★ 9 cited
Lower bounds over Boolean inputs for deep neural networks with ReLU gates
Anirbit Mukherjee, Amitabh Basu
Motivated by the resurgence of neural networks in being able to solve complex learning tasks we undertake a study of high depth networks using ReLU gates which implement the functi…
cs.LG2017
Sparse Coding and Autoencoders
Akshay Rangamani, Anirbit Mukherjee, Amitabh Basu +4
In "Dictionary Learning" one tries to recover incoherent matrices (typically overcomplete and whose columns are assumed to be normalized) and spar…