FACULTY BIOGRAPHIES
Dr. Michaël Aupetit (PhD)
- Emailmaupetit@hbku.edu.qa
- Phone+974 44 547 150
- Office locationA155, 1st floor, RC B1
Biography
Dr. Michaël Aupetit works at QCRI since 2014. He is with the Social Computing group.
Before joining QCRI, Michaël worked for 10 years as a research scientist and senior expert in data mining and visual analytics at CEA LIST in Paris Saclay, where he designed decision support systems to solve complex industrial problems in health and security domains.
Michaël initiated and co-organized 5 international workshops. He has been PC member of IEEE VAST, PacificVis, ESANN, and ICANN conferences, and has reviewed hundreds of papers for top journals and conferences, has more than 70 publications, and holds 2 WO and 1 EP patents. He obtained the Habilitation for Research Supervision (HDR) in Computer Science from Paris 11 Orsay University in 2012, and the Ph. D degree in Industrial Engineering from Grenoble National Polytechnic Institute (INPG) in 2001.
Research Interests
Dr. Michaël's research focuses on the use and usability of machine learning, artificial intelligence, topological inference, and information visualization techniques together under the Visual Analytics umbrella, to bridge the gap between machines and humans for exploratory data analysis. He uses his expertise to address top priority challenges of Qatar in eHealth and cyber-security.
Experience
Senior Scientist
Qatar Computing Research Institute; Hamad Bin Khalifa University
2019 - PresentScientist
Qatar Computing Research Institute; Hamad Bin Khalifa University
2014 - 2018Senior Expert Scientist
Laboratory for Integration of Systems and Technology; CEA Tech
2008 - 2014
Research Scientist
Department of Earth and Environmental Science; CEA DAM
2004 - 2008Postdoc
Department of Earth and Environmental Science; CEA DAM
2002 - 2004
Education
Accreditation for Research Supervision (HDR) in Computer Science
Paris 11 Orsay University; Orsay/France
2012PhD in Industrial Engineering
Grenoble National Polytechnic Institute (INPG); Grenoble/France
2001MSc in Robotics and Microelectronics
Montpelier University, Montpellier, France
1998
Engineering in Computer Science specialized in Artificial Intelligence
Ecole pour les Etudes et la Recherche en Informatique et Electronique (EERIE); Nîmes/France
1998
Selected Publications
-
L.G. Nonato, M. Aupetit; Multidimensional Projection for Visual Analytics
Linking Techniques with Distortions, Tasks, and Layout Enrichment; IEEE Transactions on Visualization and Computer Graphics 2018; https://doi.org/10.1109/TVCG.2018.2846735
2018 -
E. Ullah, M. Aupetit, A. Das, A. Patil, N. Al Muftah, R. Rawi, M. Saad and H. Bensmail
KinVis: A visualization tool to detect cryptic relatedness in genetic datasets; Bioinformatics 2018; https://doi.org/10.1093/bioinformatics/bty1028
2018 -
M. Sedlmair and M. Aupetit; Data-driven Evaluation of Visual Quality Measures
Computer Graphics Forum 34(3):201-210, 2015; https://doi.org/10.1111/cgf.12632
2015 -
Sylvain Lespinats, Michaël Aupetit, Anke Meyer-Baese; ClassiMap
a supervised multidimensional scaling technique which preserves the topology of the classes; International Journal of Pattern Recognition and Artificial Intelligence 29(6), 2015; https://doi.org/10.1142/S0218001415510088
2015 -
Michaël Aupetit
Sanity check for class-coloring-based evaluation of dimension reduction techniques; BELIV 2014:134-141; https://doi.org/10.1145/2669557.2669578
2014 -
Sylvain Lespinats and Michaël Aupetit; CheckViz
Sanity check and topological clues for linear and nonlinear mappings; Computer Graphics Forum 30(1):113–125, 2011; https://doi.org/10.1111/j.1467-8659.2010.01835.x
2011 -
Gaillard Pierre, Michaël Aupetit, Gérard Govaert
Learning topology of a labeled data set with the supervised generative Gaussian graph; Neurocomputing 71(7-9):1283-1299, 2008; https://doi.org/10.1016/j.neucom.2007.12.028
2008 -
Dominique Lepetz, Max Nemoz-Gaillard, Michaël Aupetit
Concerning the differentiability of the energy function in vector quantization algorithms; Neural Networks 20:621-630, 2007; https://doi.org/10.1016/j.neunet.2006.11.006
2007 -
Michaël Aupetit; Visualizing distortions and recovering topology in continuous projection techniques; Neurocomputing 70(7-9):1304-1330, 2007; http://dx.doi.org/10.1016/j.neucom.2006.11.018
2007 -
Michaël Aupetit
Learning Topology with the Generative Gaussian Graph and the EM algorithm; Advances in Neural Information Processing and Systems (NIPS) 18, 2006; https://papers.nips.cc/paper/2922-learning-topology-with-the-generative-...
2006 -
David Mercier, Pierre Gaillard, Michaël Aupetit, Carole Maillard, Robert Quach and Jean-Denis Muller
How to help seismic analysts to verify the French seismic bulletin? ; Engineering Applications of Artificial Intelligence 19(7):797-806, 2006; https://doi.org/10.1016/j.engappai.2006.05.008
2006 -
Michaël Aupetit, Thibaud Catz
High-dimensional labeled data analysis with topology representing graphs; Neurocomputing 63:139-169, 2005; https://doi.org/10.1016/j.neucom.2004.04.009
2005 -
Michaël Aupetit, Pierre Couturier, Pierre Massotte
gamma-Observable Neighbours for Vector Quantization; Neural Networks 15(8-9):1017-1027, 2002; https://doi.org/10.1016/S0893-6080(02)00076-X
2002
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