Andrés F. López-Lopera

According to our database, Andrés F. López-Lopera authored at least 15 papers between 2015 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Covariance parameter estimation of Gaussian processes with approximated functional inputs.

Lucas Reding, Andrés F. López-Lopera, François Bachoc

J. Multivar. Anal., 2025

2023

May the Noise be with you: Adversarial Training without Adversarial Examples.

Ayoub Arous, Andrés F. López-Lopera, Nael B. Abu-Ghazaleh, Ihsen Alouani

CoRR, 2023

2022

Sequential Construction and Dimension Reduction of Gaussian Processes Under Inequality Constraints.

François Bachoc, Andrés F. López-Lopera, Olivier Roustant

SIAM J. Math. Data Sci., June, 2022

Multioutput Gaussian processes with functional data: A study on coastal flood hazard assessment.

Andrés F. López-Lopera, Déborah Idier, Jérémy Rohmer, François Bachoc

Reliab. Eng. Syst. Saf., 2022

High-dimensional Additive Gaussian Processes under Monotonicity Constraints.

Andrés F. López-Lopera, François Bachoc, Olivier Roustant

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Physically-Inspired Gaussian Process Models for Post-Transcriptional Regulation in Drosophila.

Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez

IEEE ACM Trans. Comput. Biol. Bioinform., 2021

2020

Multi-Output Gaussian Processes with Functional Data: A Study on Coastal Flood Hazard Assessment.

Andrés F. López-Lopera, Déborah Idier, Jérémy Rohmer, François Bachoc

CoRR, 2020

2019

Switched Latent Force Models for Reverse-Engineering Transcriptional Regulation in Gene Expression Data.

Andrés F. López-Lopera, Mauricio A. Álvarez

IEEE ACM Trans. Comput. Biol. Bioinform., 2019

Approximating Gaussian Process Emulators with Linear Inequality Constraints and Noisy Observations via MC and MCMC.

Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant

CoRR, 2019

Gaussian Process Modulated Cox Processes under Linear Inequality Constraints.

Andrés F. López-Lopera, S. T. John, Nicolas Durrande

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

2018

Finite-Dimensional Gaussian Approximation with Linear Inequality Constraints.

Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant

SIAM/ASA J. Uncertain. Quantification, 2018

Physically-inspired Gaussian processes for transcriptional regulation in Drosophila melanogaster.

Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez

CoRR, 2018

2016

Sparse Linear Models Applied to Power Quality Disturbance Classification.

Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2016

2015

Gaussian Processes for Slice-Based Super-Resolution MR Images.

Hernán Darío Vargas Cardona, Andrés F. López-Lopera, Álvaro Á. Orozco, Mauricio A. Álvarez, Juan Antonio Hernández Tamames, Norberto Malpica

Proceedings of the Advances in Visual Computing - 11th International Symposium, 2015

Improving Diffusion Tensor Estimation Using Adaptive and Optimized Filtering Based on Local Similarity.

Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco

Proceedings of the Pattern Recognition and Image Analysis - 7th Iberian Conference, 2015