81 citations · 168 across the 67 of their papers we have counts for
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How to Train Your Deep Neural Network with Dictionary Learning
Vanika Singhal, Shikha Singh, Angshul Majumdar
Currently there are two predominant ways to train deep neural networks. The first one uses restricted Boltzmann machine (RBM) and the second one autoencoders. RBMs are stacked in l…
Deep Blind Compressed Sensing
Shikha Singh, Vanika Singhal, Angshul Majumdar
This work addresses the problem of extracting deeply learned features directly from compressive measurements. There has been no work in this area. Existing deep learning tools only…
Greedy Deep Dictionary Learning
Snigdha Tariyal, Angshul Majumdar, Richa Singh +1
In this work we propose a new deep learning tool called deep dictionary learning. Multi-level dictionaries are learnt in a greedy fashion, one layer at a time. This requires solvin…