Andrés F. López-Lopera

Publication Activity (10 Years)

Years Active: 2015-2023
Publications (10 Years): 15

Top Topics

Gaussian Process

Top Venues

IEEE ACM Trans. Comput. Biol. Bioinform.

Publications

Ayoub Arous, Andrés F. López-Lopera, Nael B. Abu-Ghazaleh, Ihsen Alouani
May the Noise be with you: Adversarial Training without Adversarial Examples. CoRR (2023)
Andrés F. López-Lopera, Déborah Idier, Jérémy Rohmer, François Bachoc
Multioutput Gaussian processes with functional data: A study on coastal flood hazard assessment. Reliab. Eng. Syst. Saf. 218 (Part) (2022)
Andrés F. López-Lopera, François Bachoc, Olivier Roustant
High-dimensional additive Gaussian processes under monotonicity constraints. CoRR (2022)
Andrés F. López-Lopera, François Bachoc, Olivier Roustant
High-dimensional Additive Gaussian Processes under Monotonicity Constraints. NeurIPS (2022)
François Bachoc, Andrés F. López-Lopera, Olivier Roustant
Sequential Construction and Dimension Reduction of Gaussian Processes Under Inequality Constraints. SIAM J. Math. Data Sci. 4 (2) (2022)
Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez
Physically-Inspired Gaussian Process Models for Post-Transcriptional Regulation in Drosophila. IEEE ACM Trans. Comput. Biol. Bioinform. 18 (2) (2021)
Andrés F. López-Lopera, Déborah Idier, Jérémy Rohmer, François Bachoc
Multi-Output Gaussian Processes with Functional Data: A Study on Coastal Flood Hazard Assessment. CoRR (2020)
Andrés F. López-Lopera, S. T. John, Nicolas Durrande
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints. CoRR (2019)
Andrés F. López-Lopera, Mauricio A. Álvarez
Switched Latent Force Models for Reverse-Engineering Transcriptional Regulation in Gene Expression Data. IEEE ACM Trans. Comput. Biol. Bioinform. 16 (1) (2019)
Andrés F. López-Lopera, S. T. John, Nicolas Durrande
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints. AISTATS (2019)
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
Approximating Gaussian Process Emulators with Linear Inequality Constraints and Noisy Observations via MC and MCMC. CoRR (2019)
Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez
Physically-inspired Gaussian processes for transcriptional regulation in Drosophila melanogaster. CoRR (2018)
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
Finite-Dimensional Gaussian Approximation with Linear Inequality Constraints. SIAM/ASA J. Uncertain. Quantification 6 (3) (2018)
Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
Finite-dimensional Gaussian approximation with linear inequality constraints. CoRR (2017)
Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco
Sparse Linear Models Applied to Power Quality Disturbance Classification. CIARP (2016)
Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco
Improving Diffusion Tensor Estimation Using Adaptive and Optimized Filtering Based on Local Similarity. IbPRIA (2015)
Hernán Darío Vargas Cardona, Andrés F. López-Lopera, Álvaro Á. Orozco, Mauricio A. Álvarez, Juan Antonio Hernández Tamames, Norberto Malpica
Gaussian Processes for Slice-Based Super-Resolution MR Images. ISVC (2) (2015)