780 citations · 1.8k across the 76 of their papers we have counts for
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Signal Processing with Pulse Trains: An Algebraic Approach- Part II
Gabriel Nallathambi, Jose Principe
The integrate and fire converter (IFC) enables an alternative to digital signal processing. IFC converts analog signal voltages into time between pulses and it is possible to recon…
Exploiting Spatio-Temporal Structure with Recurrent Winner-Take-All Networks
Eder Santana, Matthew Emigh, Pablo Zegers +1
We propose a convolutional recurrent neural network, with Winner-Take-All dropout for high dimensional unsupervised feature learning in multi-dimensional time series. We apply the…
Kernel Risk-Sensitive Loss: Definition, Properties and Application to Robust Adaptive Filtering
Badong Chen, Lei Xing, Bin Xu +3
Nonlinear similarity measures defined in kernel space, such as correntropy, can extract higher-order statistics of data and offer potentially significant performance improvement ov…
Information Theoretic-Learning Auto-Encoder
Eder Santana, Matthew Emigh, Jose C Principe
We propose Information Theoretic-Learning (ITL) divergence measures for variational regularization of neural networks. We also explore ITL-regularized autoencoders as an alternativ…