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The Functional Wiener Filter


Dec 31, 2022
Benjamin Colburn, Luis G. Sanchez Giraldo, Jose C. Principe

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* 25 pages, 6 figures 

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Adapting the Exploration Rate for Value-of-Information-Based Reinforcement Learning


Dec 31, 2022
Isaac J. Sledge, Jose C. Principe

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* Submitted to the IEEE Transactions on Information Theory 

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The Cross Density Kernel Function: A Novel Framework to Quantify Statistical Dependence for Random Processes


Dec 09, 2022
Bo Hu, Jose C. Principe

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Robust Dependence Measure using RKHS based Uncertainty Moments and Optimal Transport


Nov 03, 2022
Rishabh Singh, Jose C. Principe

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Quantifying Model Uncertainty for Semantic Segmentation using Operators in the RKHS


Nov 03, 2022
Rishabh Singh, Jose C. Principe

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Principle of Relevant Information for Graph Sparsification


May 31, 2022
Shujian Yu, Francesco Alesiani, Wenzhe Yin, Robert Jenssen, Jose C. Principe

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* accepted by UAI-22 

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Deep Deterministic Independent Component Analysis for Hyperspectral Unmixing


Feb 15, 2022
Hongming Li, Shujian Yu, Jose C. Principe

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* Accepted by ICASSP 2022 

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Information Theoretic Structured Generative Modeling


Oct 12, 2021
Bo Hu, Shujian Yu, Jose C. Principe

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