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ORCIDLuis Gonzalo Sánchez Giraldo
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2020 – today
- 2023
[j7]Yantao Wei, Shujian Yu
, Luis G. Sánchez Giraldo, José C. Príncipe:
Multiscale principle of relevant information for hyperspectral image classification. Mach. Learn. 112(4): 1227-1252 (2023)- [c18]Santiago Posso Murillo, Oscar Skean, Luis G. Sánchez Giraldo:
Non-uniform Sampling-Based Breast Cancer Classification. MLMI@MICCAI (2) 2023: 335-345 - [c17]Sania Eskandari, Janet Lumpp, Luis G. Sánchez Giraldo:
Skin Lesion Segmentation Improved by Transformer-Based Networks with Inter-scale Dependency Modeling. MLMI@MICCAI (1) 2023: 351-360 - [i12]Oscar Skean, Jhoan Keider Hoyos-Osorio, Austin J. Brockmeier, Luis Gonzalo Sánchez Giraldo:
DiME: Maximizing Mutual Information by a Difference of Matrix-Based Entropies. CoRR abs/2301.08164 (2023) - [i11]Jhoan Keider Hoyos-Osorio, Luis G. Sánchez Giraldo:
The Representation Jensen-Shannon Divergence. CoRR abs/2305.16446 (2023) - [i10]Oscar Skean, Aayush Dhakal, Nathan Jacobs, Luis Gonzalo Sánchez Giraldo:
FroSSL: Frobenius Norm Minimization for Self-Supervised Learning. CoRR abs/2310.02903 (2023) - [i9]Sania Eskandari, Janet Lumpp, Luis G. Sánchez Giraldo:
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling. CoRR abs/2310.13604 (2023) - [i8]Benjamin Colburn, José C. Príncipe, Luis Gonzalo Sánchez Giraldo:
An Alternate View on Optimal Filtering in an RKHS. CoRR abs/2312.12318 (2023) - 2022
- [c16]Jhoan Keider Hoyos-Osorio, Oscar Skean, Austin J. Brockmeier, Luis Gonzalo Sánchez Giraldo:
The Representation Jensen-Rényi Divergence. ICASSP 2022: 4313-4317 - 2021
- [c15]Shujian Yu, Luis G. Sánchez Giraldo, José C. Príncipe:
Information-Theoretic Methods in Deep Neural Networks: Recent Advances and Emerging Opportunities. IJCAI 2021: 4669-4678 - [i7]Joshua Bowren, Luis G. Sánchez Giraldo, Odelia Schwartz:
Inference via Sparse Coding in a Hierarchical Vision Model. CoRR abs/2108.01548 (2021) - [i6]Jhoan Keider Hoyos-Osorio, Oscar Skean, Austin J. Brockmeier, Luis Gonzalo Sánchez Giraldo:
The Representation Jensen-Rényi Divergence. CoRR abs/2112.01583 (2021) - 2020
- [j6]Shujian Yu, Luis Gonzalo Sánchez Giraldo, Robert Jenssen, José C. Príncipe:
Multivariate Extension of Matrix-Based Rényi's $\alpha$α-Order Entropy Functional. IEEE Trans. Pattern Anal. Mach. Intell. 42(11): 2960-2966 (2020)
2010 – 2019
- 2019
- [j5]Luis Gonzalo Sánchez Giraldo, Odelia Schwartz:
Integrating Flexible Normalization into Midlevel Representations of Deep Convolutional Neural Networks. Neural Comput. 31(11): 2138-2176 (2019) - [c14]Hassen Dhrif, Luis G. Sánchez Giraldo, Miroslav Kubat, Stefan Wuchty:
A stable hybrid method for feature subset selection using particle swarm optimization with local search. GECCO 2019: 13-21 - [i5]Hassen Dhrif, Luis G. Sánchez Giraldo, Miroslav Kubat, Stefan Wuchty:
A Stable Combinatorial Particle Swarm Optimization for Scalable Feature Selection in Gene Expression Data. CoRR abs/1901.08619 (2019) - 2018
- [i4]Luis Gonzalo Sánchez Giraldo, Odelia Schwartz:
Integrating Flexible Normalization into Mid-Level Representations of Deep Convolutional Neural Networks. CoRR abs/1806.01823 (2018) - [i3]Md Nasir Uddin Laskar, Luis G. Sánchez Giraldo, Odelia Schwartz:
Correspondence of Deep Neural Networks and the Brain for Visual Textures. CoRR abs/1806.02888 (2018) - [i2]Shujian Yu, Luis Gonzalo Sánchez Giraldo, Robert Jenssen, José C. Príncipe:
Multivariate Extension of Matrix-based Renyi's α-order Entropy Functional. CoRR abs/1808.07912 (2018) - 2017
- [c13]Luis Gonzalo Sánchez Giraldo, Erion Hasanbelliu, Murali Rao, José C. Príncipe:
Group-Wise Point-Set Registration Based on Rényi's Second Order Entropy. CVPR 2017: 2454-2462 - 2015
- [j4]Jihye Bae, Luis G. Sánchez Giraldo, Eric A. Pohlmeyer, Joseph T. Francis, Justin C. Sanchez, José C. Príncipe:
Kernel Temporal Differences for Neural Decoding. Comput. Intell. Neurosci. 2015: 481375:1-481375:17 (2015) - [j3]Luis Gonzalo Sánchez Giraldo, Murali Rao, José C. Príncipe:
Measures of Entropy From Data Using Infinitely Divisible Kernels. IEEE Trans. Inf. Theory 61(1): 535-548 (2015) - 2014
- [j2]Erion Hasanbelliu, Luis Gonzalo Sánchez Giraldo, José Carlos Príncipe:
Information Theoretic Shape Matching. IEEE Trans. Pattern Anal. Mach. Intell. 36(12): 2436-2451 (2014) - [c12]Austin J. Brockmeier, Eder Santana, Luis Gonzalo Sánchez Giraldo, José C. Príncipe:
Projentropy: Using entropy to optimize spatial projections. ICASSP 2014: 4538-4542 - [c11]Jihye Bae, Luis G. Sánchez Giraldo, José C. Príncipe, Joseph T. Francis:
Correntropy kernel temporal differences for reinforcement learning brain machine interfaces. IJCNN 2014: 2713-2717 - [c10]Luis Gonzalo Sánchez Giraldo, José C. Príncipe:
Rate-Distortion Auto-Encoders. ICLR (Workshop Poster) 2014 - 2013
- [c9]Jihye Bae, Luis Gonzalo Sánchez Giraldo, Eric A. Pohlmeyer, Justin C. Sanchez, José C. Príncipe:
A new method of concurrently visualizing states, values, and actions in reinforcement based brain machine interfaces. EMBC 2013: 5402-5405 - [c8]Austin J. Brockmeier, Luis Gonzalo Sánchez Giraldo, Matthew S. Emigh, Jihye Bae, John S. Choi, Joseph T. Francis, José C. Príncipe:
Information-theoretic metric learning: 2-D linear projections of neural data for visualization. EMBC 2013: 5586-5589 - [c7]Luis Gonzalo Sánchez Giraldo, José C. Príncipe:
Information Theoretic Learning with Infinitely Divisible Kernels. ICLR 2013 - 2012
- [i1]Luis Gonzalo Sánchez Giraldo, Murali Rao, José C. Príncipe:
Measures of Entropy from Data Using Infinitely Divisible Kernels. CoRR abs/1211.2459 (2012) - 2011
- [c6]Luis Gonzalo Sánchez Giraldo, José Carlos Príncipe:
An efficient rank-deficient computation of the Principle of Relevant Information. ICASSP 2011: 2176-2179 - [c5]Jihye Bae, Luis G. Sánchez Giraldo, Pratik Chhatbar, Joseph T. Francis, Justin C. Sanchez, José C. Príncipe:
Stochastic kernel temporal difference for reinforcement learning. MLSP 2011: 1-6 - [c4]Luis G. Sánchez Giraldo, José C. Príncipe:
A reproducing kernel Hilbert space formulation of the principle of relevant information. MLSP 2011: 1-6 - [c3]Erion Hasanbelliu, Luis Gonzalo Sánchez Giraldo, José C. Príncipe:
A robust point matching algorithm for non-rigid registration using the Cauchy-Schwarz divergence. MLSP 2011: 1-6 - 2010
- [j1]Luis Gonzalo Sánchez Giraldo, Germán Castellanos-Domínguez:
Weighted feature extraction with a functional data extension. Neurocomputing 73(10-12): 1760-1773 (2010) - [c2]Erion Hasanbelliu, Luis Gonzalo Sánchez Giraldo, José C. Príncipe:
A Recursive Online Kernel PCA Algorithm. ICPR 2010: 169-172
2000 – 2009
- 2009
- [c1]Luis Gonzalo Sánchez Giraldo, Fernando Martínez Tabares, Germán Castellanos-Domínguez:
Functional Feature Selection by Weighted Projections in Pathological Voice Detection. CIARP 2009: 329-336
Coauthor Index
aka: José Carlos Príncipe
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