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Andrés LOPEZ LOPERA

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Présentation

Summary ------- - 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 ---- - 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

"olivier-roustant"

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