Luis Gonzalo Sánchez Giraldo

Mach. Learn., April, 2023

An Alternate View on Optimal Filtering in an RKHS.

[BibT_eX]

[DOI]

Benjamin Colburn

CoRR, 2023

FroSSL: Frobenius Norm Minimization for Self-Supervised Learning.

[BibT_eX]

[DOI]

Aayush Dhakal

Nathan Jacobs

Jhoan Keider Hoyos-Osorio

CoRR, 2023

The Representation Jensen-Shannon Divergence.

[BibT_eX]

[DOI]

CoRR, 2023

DiME: Maximizing Mutual Information by a Difference of Matrix-Based Entropies.

[BibT_eX]

[DOI]

Jhoan Keider Hoyos-Osorio

CoRR, 2023

Non-uniform Sampling-Based Breast Cancer Classification.

[BibT_eX]

[DOI]

Santiago Posso Murillo

Proceedings of the Machine Learning in Medical Imaging - 14th International Workshop, 2023

Skin Lesion Segmentation Improved by Transformer-Based Networks with Inter-scale Dependency Modeling.

[BibT_eX]

[DOI]

Sania Eskandari

Janet Lumpp

Jhoan Keider Hoyos-Osorio

Proceedings of the Machine Learning in Medical Imaging - 14th International Workshop, 2023

2022

The Representation Jensen-Rényi Divergence.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

Inference via Sparse Coding in a Hierarchical Vision Model.

[BibT_eX]

[DOI]

Joshua Bowren

CoRR, 2021

Information-Theoretic Methods in Deep Neural Networks: Recent Advances and Emerging Opportunities.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021

2020

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

[BibT_eX]

[DOI]

Robert Jenssen

IEEE Trans. Pattern Anal. Mach. Intell., 2020

2019

Integrating Flexible Normalization into Midlevel Representations of Deep Convolutional Neural Networks.

[BibT_eX]

[DOI]

Neural Comput., 2019

A Stable Combinatorial Particle Swarm Optimization for Scalable Feature Selection in Gene Expression Data.

[BibT_eX]

[DOI]

Hassen Dhrif

Miroslav Kubat

Stefan Wuchty

CoRR, 2019

A stable hybrid method for feature subset selection using particle swarm optimization with local search.

[BibT_eX]

[DOI]

Hassen Dhrif

Miroslav Kubat

Stefan Wuchty

Proceedings of the Genetic and Evolutionary Computation Conference, 2019

2018

Multivariate Extension of Matrix-based Renyi's α-order Entropy Functional.

[BibT_eX]

[DOI]

Robert Jenssen

CoRR, 2018

Correspondence of Deep Neural Networks and the Brain for Visual Textures.

[BibT_eX]

[DOI]

Md Nasir Uddin Laskar

CoRR, 2018

Integrating Flexible Normalization into Mid-Level Representations of Deep Convolutional Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2018

2017

Group-Wise Point-Set Registration Based on Rényi's Second Order Entropy.

[BibT_eX]

[DOI]

Murali Rao

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2015

Measures of Entropy From Data Using Infinitely Divisible Kernels.

[BibT_eX]

[DOI]

Murali Rao

IEEE Trans. Inf. Theory, 2015

Kernel Temporal Differences for Neural Decoding.

[BibT_eX]

[DOI]

Comput. Intell. Neurosci., 2015

2014

Information Theoretic Shape Matching.

[BibT_eX]

[DOI]

José Carlos Príncipe

IEEE Trans. Pattern Anal. Mach. Intell., 2014

Rate-Distortion Auto-Encoders.

[BibT_eX]

[DOI]

Proceedings of the 2nd International Conference on Learning Representations, 2014

Correntropy kernel temporal differences for reinforcement learning brain machine interfaces.

[BibT_eX]

[DOI]

Joseph T. Francis

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Projentropy: Using entropy to optimize spatial projections.

[BibT_eX]

[DOI]

Eder Santana

Proceedings of the IEEE International Conference on Acoustics, 2014

2013

Information Theoretic Learning with Infinitely Divisible Kernels

[BibT_eX]

[DOI]

Proceedings of the 1st International Conference on Learning Representations, 2013

Information-theoretic metric learning: 2-D linear projections of neural data for visualization.

[BibT_eX]

[DOI]

Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

A new method of concurrently visualizing states, values, and actions in reinforcement based brain machine interfaces.

[BibT_eX]

[DOI]

Eric A. Pohlmeyer

Justin C. Sanchez

Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

2011

A robust point matching algorithm for non-rigid registration using the Cauchy-Schwarz divergence.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Workshop on Machine Learning for Signal Processing, 2011

A reproducing kernel Hilbert space formulation of the principle of relevant information.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Workshop on Machine Learning for Signal Processing, 2011

Stochastic kernel temporal difference for reinforcement learning.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Workshop on Machine Learning for Signal Processing, 2011

An efficient rank-deficient computation of the Principle of Relevant Information.

[BibT_eX]

[DOI]

José Carlos Príncipe

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Weighted feature extraction with a functional data extension.

[BibT_eX]

[DOI]

Germán Castellanos-Domínguez

Neurocomputing, 2010

A Recursive Online Kernel PCA Algorithm.

[BibT_eX]

[DOI]

Proceedings of the 20th International Conference on Pattern Recognition, 2010

2009

Functional Feature Selection by Weighted Projections in Pathological Voice Detection.

[BibT_eX]

[DOI]