14 citations · 45 across the 10 of their papers we have counts for
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cs.LG2013★ 8 cited
Rate-Distortion Auto-Encoders
Luis G. Sanchez Giraldo, Jose C. Principe
A rekindled the interest in auto-encoder algorithms has been spurred by recent work on deep learning. Current efforts have been directed towards effective training of auto-encoder…
cs.LG2013★ 13 cited
Information Theoretic Learning with Infinitely Divisible Kernels
Luis G. Sanchez Giraldo, Jose C. Principe
In this paper, we develop a framework for information theoretic learning based on infinitely divisible matrices. We formulate an entropy-like functional on positive definite matric…