Andrés F. López-Lopera

21 papers A* 1A 1C 1Misc 1Journal 16Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Block-Additive Gaussian Processes under Monotonicity Constraints.
Stat. Comput.
Mathis Deronzier, Andrés F. López-Lopera, François Bachoc, Olivier Roustant, Jérémy Rohmer
2026 J jnl
Scalable sparse co-Kriging for multi-fidelity data fusion: An application to aerodynamics.
Reliab. Eng. Syst. Saf.
Mauricio Castaño-Aguirre, Andrés F. López-Lopera, Nathalie Bartoli, Franck Massa, Thierry Lefebvre
2025 J jnl
Covariance parameter estimation of Gaussian processes with approximated functional inputs.
J. Multivar. Anal.
Lucas Reding, Andrés F. López-Lopera, François Bachoc
2025 J jnl
Error Bounds for a Kernel-Based Constrained Optimal Smoothing Approximation.
SIAM/ASA J. Uncertain. Quantification
Laurence Grammont, François Bachoc, Andrés F. López-Lopera
2023 J jnl
May the Noise be with you: Adversarial Training without Adversarial Examples.
CoRR
Ayoub Arous, Andrés F. López-Lopera, Nael B. Abu-Ghazaleh, Ihsen Alouani
2022 A* conf
High-dimensional Additive Gaussian Processes under Monotonicity Constraints.
NeurIPS
Andrés F. López-Lopera, François Bachoc, Olivier Roustant
2022 J jnl
High-dimensional additive Gaussian processes under monotonicity constraints.
CoRR
Andrés F. López-Lopera, François Bachoc, Olivier Roustant
2022 J jnl
Multioutput Gaussian processes with functional data: A study on coastal flood hazard assessment.
Reliab. Eng. Syst. Saf.
Andrés F. López-Lopera, Déborah Idier, Jérémy Rohmer, François Bachoc
2022 J jnl
Sequential Construction and Dimension Reduction of Gaussian Processes Under Inequality Constraints.
SIAM J. Math. Data Sci.
François Bachoc, Andrés F. López-Lopera, Olivier Roustant
2021 J jnl
Physically-Inspired Gaussian Process Models for Post-Transcriptional Regulation in Drosophila.
IEEE ACM Trans. Comput. Biol. Bioinform.
Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez
2020 J jnl
Multi-Output Gaussian Processes with Functional Data: A Study on Coastal Flood Hazard Assessment.
CoRR
Andrés F. López-Lopera, Déborah Idier, Jérémy Rohmer, François Bachoc
2019 J jnl
Approximating Gaussian Process Emulators with Linear Inequality Constraints and Noisy Observations via MC and MCMC.
CoRR
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
2019 A conf
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints.
AISTATS
Andrés F. López-Lopera, S. T. John, Nicolas Durrande
2019 J jnl
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints.
CoRR
Andrés F. López-Lopera, S. T. John, Nicolas Durrande
2019 J jnl
Switched Latent Force Models for Reverse-Engineering Transcriptional Regulation in Gene Expression Data.
IEEE ACM Trans. Comput. Biol. Bioinform.
Andrés F. López-Lopera, Mauricio A. Álvarez
2018 J jnl
Finite-Dimensional Gaussian Approximation with Linear Inequality Constraints.
SIAM/ASA J. Uncertain. Quantification
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
2018 J jnl
Physically-inspired Gaussian processes for transcriptional regulation in Drosophila melanogaster.
CoRR
Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez
2017 J jnl
Finite-dimensional Gaussian approximation with linear inequality constraints.
CoRR
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
2016 C conf
Sparse Linear Models Applied to Power Quality Disturbance Classification.
CIARP
Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco
2015 — conf
Gaussian Processes for Slice-Based Super-Resolution MR Images.
ISVC (2)
Hernán Darío Vargas Cardona, Andrés F. López-Lopera, Álvaro Á. Orozco, Mauricio A. Álvarez, Juan Antonio Hernández Tamames, Norberto Malpica
2015 Misc conf
Improving Diffusion Tensor Estimation Using Adaptive and Optimized Filtering Based on Local Similarity.
IbPRIA
Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco