Andrés LOPEZ LOPERA

Présentation

Publications

Article dans une revue (9)

Block-Additive Gaussian Processes under Monotonicity Constraints Mathis Deronzier,Andrés F. López-Lopera,François Bachoc,Olivier Roustant,Jérémy Rohmer Statistics and Computing, 2026, 36 (1), pp.42. ⟨10.1007/s11222-025-10791-8⟩ Article dans une revue hal-05441153v1
A Python Toolbox for Data-Driven Aerodynamic Modeling Using Sparse Gaussian Processes Hugo Valayer,Nathalie Bartoli,Mauricio Castaño-Aguirre,Rémi Lafage,Thierry Lefebvreet al. Aerospace, 2024, 11 (4), pp.260. ⟨10.3390/aerospace11040260⟩ Article dans une revue hal-04673602v1
Multioutput Gaussian processes with functional data: A study on coastal flood hazard assessment Andrés F. López-Lopera,Déborah Idier,Jeremy Rohmer,François Bachoc Reliability Engineering and System Safety, 2022, 218, pp.108139. ⟨10.1016/j.ress.2021.108139⟩ Article dans une revue hal-03412417v2
Sequential construction and dimension reduction of Gaussian processes under constraints François Bachoc,Andrés F. López-Lopera,Olivier Roustant SIAM Journal on Mathematics of Data Science, 2022, 4 (2), pp.772-800. ⟨10.1137/21M1407513⟩ Article dans une revue hal-03614303v1
A User-Oriented Local Coastal Flooding Early Warning System Using Metamodelling Techniques Déborah Idier,Axel Aurouet,François Bachoc,Audrey Baills,José Daniel Betancourtet al. Journal of Marine Science and Engineering, 2021, pp.1191. ⟨10.3390/jmse9111191⟩ Article dans une revue hal-03406179v2
Physically-inspired Gaussian process models for post-transcriptional regulation in Drosophila Andrés F. López-Lopera,Nicolas Durrande,Mauricio Alvarez IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2019, 18 (2), pp.656 - 666. ⟨10.1109/TCBB.2019.2918774⟩ Article dans une revue hal-02104852v1
Maximum likelihood estimation for Gaussian processes under inequality constraints François Bachoc,Agnes Lagnoux,Andrés F. López-Lopera Electronic Journal of Statistics , 2019, 13 (2), pp.2921-2969. ⟨10.1214/19-EJS1587⟩ Article dans une revue hal-01864340v1
Finite-dimensional Gaussian approximation with linear inequality constraints Andrés F. López-Lopera,François Bachoc,Nicolas Durrande,Olivier Roustant SIAM/ASA Journal on Uncertainty Quantification, 2018, 6 (3), pp.1224-1255. ⟨10.1137/17M1153157⟩ Article dans une revue hal-01864332v1
Switched latent force models for reverse-engineering transcriptional regulation in gene expression data Andres Lopez-Lopera,Mauricio Alvarez IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2017, pp.322 - 335. ⟨10.1109/TCBB.2017.2764908⟩ Article dans une revue hal-01864351v1

Communication dans un congrès (10)

High-dimensional additive Gaussian processes under monotonicity constraints Andrés F. López-Lopera,François Bachoc,O Roustant Advances in Neural Information Processing Systems, Nov 2022, New Orleans, United States Communication dans un congrès hal-03695058v1
Un système local de prévision et alerte des submersions côtières centré sur les besoins des utilisateurs et utilisant des techniques de métamodélisation Déborah Idier,Axel Aurouet,François Bachoc,Audrey Baills,José Daniel Betancourtet al. Journées nationales Génie Côtier - Génie Civil, Oct 2022, Chatou, France. ⟨10.5150/jngcgc.2022.088⟩ Communication dans un congrès hal-03780209v1
Modeling complex mechanical computer codes with functional input via Gaussian processes Andrés F. López-Lopera,Franck Massa,Isabelle Turpin,Nicolas Leconte The 43th Ibero-Latin American Congress on Computational Methods in Engineering (CILAMCE), Nov 2022, Foz do Iguaçu, Brazil Communication dans un congrès hal-03882473v1
Data fusion with multi-fidelity Gaussian processes for aerodynamic experimental and numerical databases Andrés F. López-Lopera,Nathalie Bartoli,Thierry Lefebvre,Sylvain Mouton SIAM Conference on Computational Science and Engineering (CSE), Mar 2021, Fort Worth, United States Communication dans un congrès hal-03196283v1
Multi-fidelity Gaussian Process model for CFD and wind tunnel data fusion Rubén Conde Arenzana,Andrés F. López-Lopera,Sylvain Mouton,Nathalie Bartoli,Thierry Lefebvre AeroBest 2021, Jul 2021, Lisbonne, Portugal Communication dans un congrès hal-03346321v1
Gaussian process modulated Cox processes under linear inequality constraints Andrés F. López-Lopera,St John,Nicolas Durrande 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Apr 2019, Okinawa, Japan. pp.1997-2006 Communication dans un congrès hal-02103761v1
Sparse Linear Models applied to Power Quality Disturbance Classification Andrés F. López-Lopera,Mauricio Alvarez,Alvaro Orozco CIARP: Iberoamerican Congress on Pattern Recognition, Nov 2016, Lima, Peru. pp.521-529, ⟨10.1007/978-3-319-52277-7_63⟩ Communication dans un congrès hal-01864362v1
Improving Diffusion Tensor Estimation Using Adaptive and Optimized Filtering Based on Local Similarity Andrés F. López-Lopera,Mauricio Alvarez,Alvaro Orozco Iberian Conference on Pattern Recognition and Image Analysis, Jun 2015, Santiago de Compostela, Spain. pp.612-620, ⟨10.1007/978-3-319-19390-8_69⟩ Communication dans un congrès hal-03614339v1
Gaussian Processes for Slice-Based Super-Resolution MR Images Hernán Dario Vargas Cardona,Andrés F. López-Lopera,Alvaro Orozco,Mauricio Alvarez ISVC: International Symposium on Visual Computing, Dec 2015, Las Vegas, United States. ⟨10.1007/978-3-319-27863-6_65⟩ Communication dans un congrès hal-01864369v1
Comparison of preprocessing methods for diffusion tensor estimation in brain imaging Andrés F. López-Lopera,Hernán Vargas Cardona,Genaro Daza-Santacoloma,Mauricio Alvarez,Alvaro Orozco 2014 XIX Symposium on Image, Signal Processing and Artificial Vision (STSIVA), Sep 2014, Armenia, France. pp.1-5, ⟨10.1109/STSIVA.2014.7010183⟩ Communication dans un congrès hal-03614345v1

Pré-publication, Document de travail (6)

Scalable multitask Gaussian processes for complex mechanical systems with functional covariates Razak Christophe Sabi Gninkou,Andrés F. López-Lopera,Franck Massa,Rodolphe Le Riche 2026 Pré-publication, Document de travail (preprint/prepublication) hal-05524247v2
Scalable Sparse Co-Kriging for Multi-Fidelity Data Fusion: An Application to Aerodynamics Mauricio Castaño-Aguirre,Andrés F. López-Lopera,Nathalie Bartoli,Franck Massa,Thierry Lefebvre 2026 Pré-publication, Document de travail hal-05530684v1
Gaussian Process-driven Hidden Markov Models for Early Diagnosis of Infant Gait Anomalies Luis Torres-Torres F.,Jonatan Arias-García,Hernán F. García,Andrés F. López-Lopera,Jesús F. Vargas-Bonilla 2025 Pré-publication, Document de travail hal-04937628v1
Error Bounds for a Kernel-Based Constrained Optimal Smoothing Approximation Laurence Grammont,François Bachoc,Andrés F. López-Lopera 2025 Pré-publication, Document de travail hal-04645086v2
Asymptotic analysis for covariance parameter estimation of Gaussian processes with functional inputs Lucas Reding,Andrés F. López-Lopera,François Bachoc 2024 Pré-publication, Document de travail hal-04559892v2
Block-Additive Gaussian Processes under Monotonicity Constraints Mathis Deronzier,Andrés F. López-Lopera,François Bachoc,O Roustant,Jérémy Rohmer 2024 Pré-publication, Document de travail hal-04654255v1

Thèse (1)

Gaussian Process Modelling under Inequality Constraints Andrés F. López-Lopera Mathematics [math]. Université de Lyon, 2019. English. ⟨NNT : 2019LYSEM020⟩ Thèse tel-04909749v1