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Andrés LOPEZ LOPERA
17
Documents
Présentation
Summary
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- Associate professor (Maître de Conférences, since 2021) at [Université Polytechnique Hauts-de-France (UPHF)](https://www.uphf.fr/), Valenciennes, France.
- Postdoctoral researcher (2020-2021) at [the French Aerospace Lab ONERA](https://www.onera.fr/fr/centres/toulouse) (Toulouse), France. Research project: *Design of experiments and surrogate models for aerodynamic data*.
- Postdoctoral researcher (2019-2020) at [IMT](https://www.math.univ-toulouse.fr/) and [BRGM](https://www.brgm.fr/fr), France. ANR Research project: *Risk-based system for coastal flooding early warning (RISCOPE)*.
- Ph.D. in Applied Mathematics (2016-2019) at [Mines de Saint-Étienne](https://www.mines-stetienne.fr/), France. I worked under the supervision of [Prof. Olivier Roustant](https://olivier-roustant.fr/), [Ph.D. Nicolas Durrande](https://sites.google.com/site/nicolasdurrandehomepage/), and [Ph.D. François Bachoc](https://www.math.univ-toulouse.fr/~fbachoc/). The thesis was funded by the [Chair in Applied Mathematics OQUAIDO](https://oquaido.emse.fr/) [\[activity report\]](/hal-03217277)
- M.Sc. in Electrical Engineering (2013-2015) at [Universidad Tecnólogica de Pereira](https://www.utp.edu.co/), Colombia. I worked under the supervision of [Ph.D. Mauricio Álvarez](https://www.sheffield.ac.uk/dcs/people/academic/mauricio-alvarez).
- My research interests include applied mathematics, machine learning and computer science topics. More precisely, Gaussian processes, differential equations, and probabilistic models.
News
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- New preprint: [*“High-dimensional additive Gaussian processes under monotonicity constraints”*](https://arxiv.org/abs/2205.08528), joint work with F. Bachoc and O. Roustant.
- The paper: [*“Sequential construction and dimension reduction of Gaussian processes under inequality constraints”*](https://arxiv.org/abs/2009.04188), joint work with F. Bachoc and O. Roustant, has been accepted for publication in [SIMODS](https://epubs.siam.org/journal/sjmdaq)
- The paper [*“Multioutput Gaussian processes with functional data: A study on coastal flood hazard assessment”*](https://doi.org/10.1016/j.ress.2021.108139), joint work with D. Idier, J. Rohmer and F. Bachoc, is officially published in [JRESS](https://www.journals.elsevier.com/reliability-engineering-and-system-safety)
- The paper [*“A user-oriented local coastal flooding early warning system using metamodeling techniques”*](https://doi.org/10.3390/jmse9111191), joint work with D. Idier, J. Rohmer and F. Bachoc et al., is officially published in [JMSE](https://www.mdpi.com/journal/jmse)
- The paper [*“Physically-inspired Gaussian process models for post-transcriptional regulation in Drosophila”*](https://doi.org/10.1109/TCBB.2019.2918774), a joint work with N. Durrande and M. Alvarez, is officially published in [IEEE-TCBB](https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=8857)
Further details are given in my personal webpage: <https://anfelopera.github.io>
Other links of interest: [GitHub ](https://github.com/anfelopera)[Goole Scholar ](https://scholar.google.com.co/citations?user=RwmuQ1sAAAAJ&hl=en)[ResearchGate ](https://www.researchgate.net/profile/Andres_Lopez_Lopera)[LinkedIn](https://fr.linkedin.com/in/andresflopezlopera?trk=public_profile_samename_mini-profile_title)
Publications
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High-dimensional additive Gaussian processes under monotonicity constraintsAdvances in Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès
hal-03695058v1
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Un système local de prévision et alerte des submersions côtières centré sur les besoins des utilisateurs et utilisant des techniques de métamodélisationJournées nationales Génie Côtier - Génie Civil, Oct 2022, Chatou, France. ⟨10.5150/jngcgc.2022.088⟩
Communication dans un congrès
hal-03780209v1
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Modeling complex mechanical computer codes with functional input via Gaussian processesThe 43th Ibero-Latin American Congress on Computational Methods in Engineering (CILAMCE), Nov 2022, Foz do Iguaçu, Brazil
Communication dans un congrès
hal-03882473v1
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Data fusion with multi-fidelity Gaussian processes for aerodynamic experimental and numerical databasesSIAM Conference on Computational Science and Engineering (CSE), Mar 2021, Fort Worth (virtual), United States
Communication dans un congrès
hal-03196283v1
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MULTI-FIDELITY GAUSSIAN PROCESS MODEL FOR CFD AND WIND TUNNEL DATA FUSIONAeroBest 2021, Jul 2021, Lisbonne, Portugal
Communication dans un congrès
hal-03346321v1
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Gaussian process modulated Cox processes under linear inequality constraints22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Apr 2019, Okinawa, Japan. pp.1997-2006
Communication dans un congrès
hal-02103761v1
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Sparse Linear Models applied to Power Quality Disturbance Classification 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
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Gaussian Processes for Slice-Based Super-Resolution MR Images 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
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Improving Diffusion Tensor Estimation Using Adaptive and Optimized Filtering Based on Local SimilarityIberian 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
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Comparison of preprocessing methods for diffusion tensor estimation in brain imaging2014 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
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