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ORCIDAndrés F. López-Lopera
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2020 – today
- 2025
[j6]Lucas Reding
, Andrés F. López-Lopera, François Bachoc:
Covariance parameter estimation of Gaussian processes with approximated functional inputs. J. Multivar. Anal. 205: 105380 (2025)- 2023
- [i7]Ayoub Arous, Andrés F. López-Lopera, Nael B. Abu-Ghazaleh, Ihsen Alouani:
May the Noise be with you: Adversarial Training without Adversarial Examples. CoRR abs/2312.08877 (2023) - 2022
- [j5]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): 108139 (2022) - [j4]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): 772-800 (2022) - [c5]Andrés F. López-Lopera, François Bachoc, Olivier Roustant:
High-dimensional Additive Gaussian Processes under Monotonicity Constraints. NeurIPS 2022 - [i6]Andrés F. López-Lopera, François Bachoc, Olivier Roustant:
High-dimensional additive Gaussian processes under monotonicity constraints. CoRR abs/2205.08528 (2022) - 2021
- [j3]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): 656-666 (2021) - 2020
- [i5]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 abs/2007.14052 (2020)
2010 – 2019
- 2019
- [j2]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): 322-335 (2019) - [c4]Andrés F. López-Lopera, S. T. John, Nicolas Durrande:
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints. AISTATS 2019: 1997-2006 - [i4]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 abs/1901.04827 (2019) - [i3]Andrés F. López-Lopera, S. T. John, Nicolas Durrande:
Gaussian Process Modulated Cox Processes under Linear Inequality Constraints. CoRR abs/1902.10974 (2019) - 2018
- [j1]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): 1224-1255 (2018) - [i2]Andrés F. López-Lopera, Nicolas Durrande, Mauricio A. Álvarez:
Physically-inspired Gaussian processes for transcriptional regulation in Drosophila melanogaster. CoRR abs/1808.10026 (2018) - 2017
- [i1]Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant:
Finite-dimensional Gaussian approximation with linear inequality constraints. CoRR abs/1710.07453 (2017) - 2016
- [c3]Andrés F. López-Lopera, Mauricio A. Álvarez, Álvaro Á. Orozco:
Sparse Linear Models Applied to Power Quality Disturbance Classification. CIARP 2016: 521-529 - 2015
- [c2]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: 612-620 - [c1]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: 692-701
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