Príncipe JC - Search Results

1

Analysis of Deep Convolutional Neural Networks Using Tensor Kernels and Matrix-Based Entropy.

Wickstrøm KK, Løkse S, Kampffmeyer MC, Yu S, Príncipe JC, Jenssen R. Wickstrøm KK, et al. Among authors: principe jc. Entropy (Basel). 2023 Jun 3;25(6):899. doi: 10.3390/e25060899. Entropy (Basel). 2023. PMID: 37372243 Free PMC article.

2

Simple Stopping Criteria for Information Theoretic Feature Selection.

Yu S, Príncipe JC. Yu S, et al. Among authors: principe jc. Entropy (Basel). 2019 Jan 21;21(1):99. doi: 10.3390/e21010099. Entropy (Basel). 2019. PMID: 33266815 Free PMC article.

3

Understanding autoencoders with information theoretic concepts.

Yu S, Príncipe JC. Yu S, et al. Among authors: principe jc. Neural Netw. 2019 Sep;117:104-123. doi: 10.1016/j.neunet.2019.05.003. Epub 2019 May 15. Neural Netw. 2019. PMID: 31132606

4

Understanding Convolutional Neural Networks With Information Theory: An Initial Exploration.

Yu S, Wickstrom K, Jenssen R, Principe J. Yu S, et al. IEEE Trans Neural Netw Learn Syst. 2021 Jan;32(1):435-442. doi: 10.1109/TNNLS.2020.2968509. Epub 2021 Jan 4. IEEE Trans Neural Netw Learn Syst. 2021. PMID: 32071010

5

Multivariate Extension of Matrix-Based Rényi's α-Order Entropy Functional.

Yu S, Giraldo LGS, Jenssen R, Principe JC. Yu S, et al. Among authors: principe jc. IEEE Trans Pattern Anal Mach Intell. 2020 Nov;42(11):2960-2966. doi: 10.1109/TPAMI.2019.2932976. Epub 2019 Aug 5. IEEE Trans Pattern Anal Mach Intell. 2020. PMID: 31395536

6

On Kernel Method-Based Connectionist Models and Supervised Deep Learning Without Backpropagation.

Duan S, Yu S, Chen Y, Principe JC. Duan S, et al. Among authors: principe jc. Neural Comput. 2020 Jan;32(1):97-135. doi: 10.1162/neco_a_01250. Epub 2019 Nov 8. Neural Comput. 2020. PMID: 31703172

7

Modularizing Deep Learning via Pairwise Learning With Kernels.

Duan S, Yu S, Principe JC. Duan S, et al. Among authors: principe jc. IEEE Trans Neural Netw Learn Syst. 2022 Apr;33(4):1441-1451. doi: 10.1109/TNNLS.2020.3042346. Epub 2022 Apr 4. IEEE Trans Neural Netw Learn Syst. 2022. PMID: 33400656

8

An Analysis of the Value of Information When Exploring Stochastic, Discrete Multi-Armed Bandits.

Sledge IJ, Príncipe JC. Sledge IJ, et al. Among authors: principe jc. Entropy (Basel). 2018 Feb 28;20(3):155. doi: 10.3390/e20030155. Entropy (Basel). 2018. PMID: 33265246 Free PMC article.

9

Reduction of Markov Chains Using a Value-of-Information-Based Approach.

Sledge IJ, Príncipe JC. Sledge IJ, et al. Among authors: principe jc. Entropy (Basel). 2019 Mar 30;21(4):349. doi: 10.3390/e21040349. Entropy (Basel). 2019. PMID: 33267063 Free PMC article.

10

Neural decoding with kernel-based metric learning.

Brockmeier AJ, Choi JS, Kriminger EG, Francis JT, Principe JC. Brockmeier AJ, et al. Among authors: principe jc. Neural Comput. 2014 Jun;26(6):1080-107. doi: 10.1162/NECO_a_00591. Epub 2014 Mar 31. Neural Comput. 2014. PMID: 24684447

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