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cs.LG2019★ 1 cited
Unsupervised pre-training helps to conserve views from input distribution
Nicolas Pinchaud
We investigate the effects of the unsupervised pre-training method under the perspective of information theory. If the input distribution displays multiple views of the supervision…
cs.LG2019
Information theoretic learning of robust deep representations
Nicolas Pinchaud
We propose a novel objective function for learning robust deep representations of data based on information theory. Data is projected into a feature-vector space such that the mutu…