Luis Gonzalo Sánchez Giraldo

About Luis Gonzalo Sánchez Giraldo

Luis Gonzalo Sánchez Giraldo, With an exceptional h-index of 15 and a recent h-index of 10 (since 2020), a distinguished researcher at University of Kentucky, specializes in the field of Machine learning, Information Theory, Signal processing.

His recent articles reflect a diverse array of research interests and contributions to the field:

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

Non-uniform Sampling-Based Breast Cancer Classification

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

FroSSL: Frobenius Norm Minimization for Self-Supervised Learning

The Representation Jensen-Shannon Divergence

Multiscale principle of relevant information for hyperspectral image classification

An Alternate View on Optimal Filtering in an RKHS

The Functional Wiener Filter

Luis Gonzalo Sánchez Giraldo Information

University

Position

Electrical and Computer Engineering

Citations(all)

774

Citations(since 2020)

523

Cited By

410

hIndex(all)

15

hIndex(since 2020)

10

i10Index(all)

24

i10Index(since 2020)

13

Email

University Profile Page

Google Scholar

Luis Gonzalo Sánchez Giraldo Skills & Research Interests

Machine learning

Information Theory

Signal processing

Top articles of Luis Gonzalo Sánchez Giraldo

Title

Journal

Author(s)

Publication Date

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

arXiv preprint arXiv:2301.08164

Oscar Skean

Jhoan Keider Hoyos Osorio

Austin J Brockmeier

Luis Gonzalo Sanchez Giraldo

2023/1/19

Non-uniform Sampling-Based Breast Cancer Classification

Santiago Posso Murillo

Oscar Skean

Luis G Sanchez Giraldo

2023/10/8

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

Sania Eskandari

Janet Lumpp

Luis Sanchez Giraldo

2023/10/8

FroSSL: Frobenius Norm Minimization for Self-Supervised Learning

arXiv preprint arXiv:2310.02903

Oscar Skean

Aayush Dhakal

Nathan Jacobs

Luis Gonzalo Sanchez Giraldo

2023/10/4

The Representation Jensen-Shannon Divergence

arXiv preprint arXiv:2305.16446

Jhoan K Hoyos-Osorio

Luis G Sanchez-Giraldo

2023/5/25

Multiscale principle of relevant information for hyperspectral image classification

Machine Learning

Yantao Wei

Shujian Yu

Luis Sanchez Giraldo

José C Príncipe

2023/4

An Alternate View on Optimal Filtering in an RKHS

arXiv preprint arXiv:2312.12318

Benjamin Colburn

Jose C Principe

Luis G Sanchez Giraldo

2023/12/19

The Functional Wiener Filter

arXiv preprint arXiv:2301.00291

Benjamin Colburn

Luis G Sanchez Giraldo

Jose C Principe

2022/12/31

Inference via sparse coding in a hierarchical vision model

Journal of Vision

Joshua Bowren

Luis Sanchez-Giraldo

Odelia Schwartz

2022/2/1

Metric Learning in Freewill EEG Pre-Movement and Movement Intention Classification for Brain Machine Interfaces

Frontiers in Human Neuroscience

William Plucknett

Luis G Sanchez Giraldo

Jihye Bae

2022/7/1

Identifying the Instances Associated with Distribution Shifts using the Max-Sliced Bures Divergence

Austin J Brockmeier

Claudio Cesar Claros-Olivares

Matthew Emigh

Luis Gonzalo Sanchez Giraldo

2021/12/2

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

Shujian Yu

Luis G Sánchez Giraldo

José C Príncipe

2021/8

Brain-inspired weighted normalization for CNN image classification

bioRxiv

Xu Pan

Luis Gonzalo Sánchez Giraldo

Elif Kartal

Odelia Schwartz

2021/5/22

The Representation Jensen-R\'enyi Divergence

arXiv preprint arXiv:2112.01583

Jhoan Keider Hoyos Osorio

Oscar Skean

Austin Brockmeier

Luis Gonzalo Sanchez Giraldo

2021/12/2

Max-sliced Bures Distance for Interpreting Discrepancies

Austin J. Brockmeier

Claudio Cesar Claros

Carlos H. Mendoza-Cardenas

Yüksel Karahan

Matthew S. Emigh

...

2020/11/25

Deep neural networks capture texture sensitivity in V2

Journal of Vision

Md Nasir Uddin Laskar

Luis Gonzalo Sanchez Giraldo

Odelia Schwartz

2020/7/1

See List of Professors in Luis Gonzalo Sánchez Giraldo University(University of Kentucky)

Co-Authors

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