Julie Carreau
Ph.D. computer science (machine learning), University of Montreal
Assistant Professor
Department of Mathematical and Industrial Engineering
Department of Mathematical and Industrial Engineering
Research interests and affiliations
Research interests
- Stochastic weather simulation
- Spatial disaggregation with semi or non-parametric statistical approaches
- Modeling of extreme weather events, especially precipitation
- Climatic, meteorological, hydraulic and remote sensing data
Affiliation(s)
- Institute for data valorization, Member
- Statistics laboratory of the Centre de Recherches Mathématiques, Associate member
Expertise type(s) (NSERC subjects)
- 2805 Learning and inference theories
- 3004 Applied statistics
- 3010 Nonparametric inference
Publications
Recent publications
Journal article
Journal article
Journal article
Journal article
Farhani, N., Carreau, J., Kassouk, Z., Le Page, M., Chabaane, Z.L. & Boulet, G. (2022). Analysis of Multispectral Drought Indices in Central Tunisia. Remote Sensing, 14(8), 27 pages. Retrieved from https://doi.org/10.3390/rs14081813
Farhani, N., Carreau, J., Kassouk, Z., Mougenot, B., Le Page, M., Lili-Chabaane, Z., Zitouna-Chebbi, R. & Boulet, G. (2022). Regional sub-daily stochastic weather generator based on reanalyses for surface water stress estimation in central Tunisia. Environmental Modelling & Software, 155, 16 pages. Retrieved from https://doi.org/10.1016/j.envsoft.2022.105448
Hammami, H., Carreau, J., Neppel, L., Elasmi, S. & Feki, H. (2022). Smooth Spatial Modeling of Extreme Mediterranean Precipitation. Water, 14(22), 18 pages. Retrieved from https://doi.org/10.3390/w14223782
Carreau, J. & Guinot, V. (2021). A PCA spatial pattern based artificial neural network downscaling model for urban flood hazard assessment. Advances in Water Resources, 147, 15 pages. Retrieved from https://doi.org/10.1016/j.advwatres.2020.103821
See all publications (44)
Biography
I am a professor at the mathematics and industrial engineering department of Polytechnique Montréal. Previously, I held a position as a researcher (junior then senior) for 11 years at the Institut de recherche pour le développement in Montpellier, France. In this context, I spent the last two years in Tunis, Tunisia, at the École Supérieure des Communications de Tunis. I completed all my degrees at the university of Montreal (B.Sc. in pure mathematics, M.Sc. in computational and mathematical finance and Ph.D. in computer science). I had two postdoc fellowships in France (at Laboratoire des Sciences du Climat et de l’Environnement near Paris and at Inria near Grenoble) before I started my position in Montpellier.
Education
- B.Sc. pure mathematics, University of Montreal
- M.Sc. mathematical and computational finance, University of Montreal
- Ph.D. computer science (machine learning), University of Montreal
