|
CURRICULUM VITAE Home - Curriculum Vitae - Publications - Research Last update:
September 2014 |
|
||||||||||||
|
|
Michaël Aupetit Qatar Computing Research Institute (http://qcri.org.qa/) Computational Science and Engineering 10th Floor, Tornado Tower, PO Box 5825, Doha, Qatar http://michael.aupetit.free.fr/ (+974) 445
47150 – michael.aupetit@qf.org.qa |
|
|||||||||||
|
|
|
||||||||||||
|
Knowledge field |
|
||||||||||||
|
Big Data Machine Learning Visual Analytics Decision support |
Algorithmic Statistics Computational geometry Computational Topology |
Matlab Java Map Reduce D3js |
Project management Oral presentation Business approach Publications and patents |
|
|||||||||
|
Position |
|
||||||||||||
|
2014-today |
Research
Scientist in Computer Science Qatar Computing Research Institute Computational Science and
Engineering 10th Floor, Tornado Tower, PO Box 5825, Doha, Qatar |
|
|||||||||||
|
2008-2014 |
Engineer
and Research Scientist in Computer Science CEA
Senior Expert
in Data Mining, Machine Learning and Visual Analytics CEA LIST LADIS (Data Analysis and Intelligent
Systems Lab) Paris Saclay Campus 91191 Gif-Sur-Yvette, France |
|
|||||||||||
|
2004-2008 |
Engineer
and Research Scientist in Computer Science CEA DAM – Detection and Geophysics
Laboratory 91297 Arpajon, France |
|
|||||||||||
|
2002-2004 |
Post-Doctoral
Fellow in Computer Science CEA DAM – Detection and Geophysics
Laboratory 91297 Arpajon, France |
|
|||||||||||
|
|
|
||||||||||||
|
Education |
|
||||||||||||
|
2012 |
Habilitation
for Research Supervision in Computer Science Approches topologiques pour
l’analyse exploratoire de données et l’aide à la décision (Topological
approaches for exploratory data analysis and decision support) 07/11/2012 – LRI, Paris Sud 11 University – Paris Saclay
Campus, France |
|
|||||||||||
|
2001 |
Ph.D in
Industrial Engineering Approximation de variétés par réseaux de
neurones auto-organisés (Manifold
learning using self-organizing neural networks) 12/20/2001 – Grenoble National Polytechnic
Institute (INPG), France |
|
|||||||||||
|
1998 |
Master of Science in Robotics and Micro-electronics DEA SyAM, Montpellier 2 University,
Montpellier, France |
|
|||||||||||
|
Computer Science Engineer specialized in Artificial
Intelligence Ecole pour les Etudes et la
Recherche en Informatique et Electronique (EERIE), Nîmes, France |
|
||||||||||||
|
|
|
||||||||||||
|
Projects |
|
|
|
||||||||||
|
2014 – today |
Big
Data Visual Analytics for cancer data analysis |
D3js Machine
Learning Topological
inference |
|
||||||||||
|
2010 – 2013 |
Big
Data analytics:
spatio-temporal telecom events data processing and
analysis Global Earth data indexing and distributed processing
for anomaly detection, pattern mining and localization prediction. Project
leader and supervisor of 1 engineer (C.D. TRAN) |
Map-Reduce
Hadoop Machine
Learning Data
Mining 3D
Geometry |
|
||||||||||
|
2009 – 2010 |
Human
Machine Interface and Machine Learning based models for decision support of custom officer in controlling containers content
for illicit or dangerous materials. Project leader and supervisor of 1 postdoc
(L.ALLANO) |
Java Machine
Learning Visual
Analytics |
|
||||||||||
|
2009 |
Seismic signals analysis and classification for automatic processing of seismic events streams. Project contributor |
Matlab Signal
Processing Machine
Learning |
|
||||||||||
|
2008 |
Peak detection in log events for fast seismic event localization Project principal investigator |
Signal
Processing |
|
||||||||||
|
2002 – 2008 |
Geophysical signal analysis and machine learning based processing for decision
support. Project principal investigator |
Matlab Signal
Processing Machine
Learning Visual
Analytics |
|
||||||||||
|
2005 – 2006 |
Human Machine Interface and Machine Learning based automatic classification for decision support
of geophysics analysts in asserting seismic events labelling. Project investigator and coordinator of 2 postdocs
(R. QUACH and D. MERCIER) |
Matlab SQL Signal
Processing Machine
Learning |
|
||||||||||
|
|
|
||||||||||||
|
Organization / Leadership |
|
||||||||||||
|
2014 |
VISU
2014, French national seminar on Vis and InfoVis Paris France Program
Chair with A. RIBES |
|
|||||||||||
|
Neurocomputing Special
Issue on Visual Analytics using Multidimensional Projections Initiator
and invited co-editor with L. VAN DER MAATEN In preparation |
|
||||||||||||
|
2013 |
VAMP@EuroVis 2013 Workshop on
Visual Analytics using Multidimensional Projections Leipzig, Germany Initiator
and co-organizer with L. VAN DER MAATEN |
|
|||||||||||
|
GSI
2013 Special session on Topology Learning Paris, France Initiator
and co-organizer with F. CHAZAL |
|
||||||||||||
|
VISU
2013, French national seminar on Vis and InfoVis Paris France Co-organizer
with M. BAADEN, B. PINAUD and J. TIERNY |
|
||||||||||||
|
2011 – 2013 |
GrIMoDo LADIS seminars on
Visual Analytics and Models Interpretability LADIS, CEA LIST, Paris Saclay Campus Initiator and group leader |
||||||||||||
|
2011 |
AFIA
2011 Public event “Intelligence Artificielle – Des Machines et des Hommes”
(Artificial
Intelligence – About Machines and Humans) First French open public event on
Artificial Intelligence Chambery, France Initiator,
contributor and co-organizer with E. MERCIER-LAURENT http://michael.aupetit.free.fr/Posters_AFIA2011_PublicEvent.htm |
|
|||||||||||
|
2010 |
ESANN’10 Special session on InfoVis, Nonlinear Dimensionality Reduction, Manifold and Topological
Learning Bruges, Belgium Co-organizer with A. WISMULLER, M. VERLEYSEN, J.A. LEE
|
|
|||||||||||
|
|
ISMIS’09 Workshop on Topological Learning Pragues, République Tchèque Co-organizer with A. ZIGHED |
||||||||||||
|
2009 |
|||||||||||||
|
Cap’09, Tutorial on
Topology Learning Hammamet, Tunisia Initiator and co-organizer with P. GAILLARD http://sites.google.com/site/topologylearning/tutorials/cap09/ |
|
||||||||||||
|
EGC’09, Tutorial on Topology Learning Strasbourg, France Initiator and co-organizer with P. GAILLARD |
|
||||||||||||
|
2007 – 2013 |
PAN yearly seminar on Data Mining, Machine Learning
& Hardware Architecture CEA LIST, Paris Saclay Campus Seminar manager |
|
|||||||||||
|
2007 |
NIPS’07 International Workshop on Topology Learning Vancouver, BC, Canada Initiator
and co-organizer with F. CHAZAL, D. COHEN-STEINER, G. GASSO, P. GAILLARD |
|
|||||||||||
|
|
|
||||||||||||
|
Scientific and Professional
Memberships |
|
||||||||||||
|
2010 – today |
Data Visualization and Data Analysis task force of the IEEE Computational Intelligence Society Technical Commitee
on Data Mining |
|
|||||||||||
|
2004 – 2013 |
French
Association for Artificial Intelligence (AFIA) |
|
|||||||||||
|
|
|
||||||||||||
|
Awards |
|
||||||||||||
|
2007 |
SPSS Best presentation award at CAp 2007 http://www.afia.asso.fr/tiki-index.php?page=Michael+Aupetit%2C+CEA |
|
|||||||||||
|
|
|
||||||||||||
|
Reviewing (international/national) |
|
||||||||||||
|
2014 |
Jnal.: Neural Processing Letters (1), Neurocomputing
VAMP Special Issue (4) – Conf.: IEEE VIS (5),
ESANN (6), EuroVis (1) |
17 |
|
||||||||||
|
2013 |
Book
chapter: Springer
Computational Approaches for Urban Environments (1) – Jnal.: Neural Processing Letters (1) Computers &
Graphics (1) TVCG (1) – Conf.: InfoVis (2), VAST (2), CIDM-SSCI (2), ESANN (2), GSI (9)
– WS: VAMP@EuroVis
(3) – Project : Région
Aquitaine (1) |
25 |
|
||||||||||
|
2012 |
Jnal.: TVCG (1), DMKD
(1), RIA (1), RNTI (1) – Conf.: VAST (2), InfoVis (2), ICPRAM (1), ESANN
(4), CAp
(1) |
14 |
|
||||||||||
|
2011 |
Jnal.: Neurocomputing (2) – Conf.: CIDM-ICCS (2), EGC (3) |
7 |
|
||||||||||
|
2010 |
Jnal.: Neurocomputing (1) – Conf.: ESANN (1), EGC (3), CAp (4) – WS: SNA@EGC (2) |
11 |
|
||||||||||
|
2009 |
Conf.: ICML (2), Cap (2) – WS: TopoLearn@ISMIS (8) |
12 |
|
||||||||||
|
2008 |
Jnal.: Bioinformatics (1), Neurocomputing (1) |
2 |
|
||||||||||
|
2007 |
Book: Springer (1) – WS: TopoLearn@NIPS (15) |
16 |
|
||||||||||
|
2006 |
Jnal.: Neurocomputing (1) – Conf.: ICANN (1) |
2 |
|||||||||||
|
|
|
||||||||||||
|
Teaching |
|
||||||||||||
|
2008 – 2013 |
INSTN, SETI, Master of Science in Machine Learning and Data Mining, Saclay, France – MSc degree – Lecture on Machine Learning and Visual Analytics |
8
hours/y |
|
||||||||||
|
2007 – 2013 |
ENSEA, EIB, School of Engineering in
Electronics and Applications, Cergy-Pontoise,
France – MSc degree – Lecture on Machine
Learning and Visual Analytics |
12
hours/y |
|
||||||||||
|
1999 – 2005 |
IMERIR, School of
Engineering in Electronics, Computer science and Robotics, Perpignan, France
– MSc degree – Lecture on Machine Learning and Data Mining |
12
hours/y |
|
||||||||||
|
|
|
||||||||||||
|
Supervision |
|
||||||||||||
|
2013 – 2016 |
Fabrice Mayran de Chamisso – Research – Robotics and embedded systems Mentor: L. Soulier (CEA
LIST), Supervisor: M. Aupetit |
Ph.
D |
|
||||||||||
|
2010 – 2013 |
Nicolas Heulot – Research – Visual Analytics Co-supervisors: M. Aupetit
and J.-D. Fekete (LRI, Univ. Paris 11, INRIA) (now full-time Research Engineer at IRT SystemX, Saclay) |
Ph.
D |
|
||||||||||
|
Maxime Maillot – Research – Topological Fuzzy modelling Co-supervisors: M. Aupetit
and G. Govaert (UTC, CNRS) (now full-time Research Engineer at IRT SystemX, Saclay) |
Ph.
D |
|
|||||||||||
|
Krystyna Kyrgyzova – Research – Pattern Recognition for biological
data analysis. Mentor: L. Allano (CEA
LIST), Supervisor: M. Aupetit |
Ph.
D |
|
|||||||||||
|
2012 – 2013 |
Chi-Dung Tran – Programming – Hadoop Map-Reduce (now
full-time Research Engineer at IRT SystemX, Saclay) |
Engineer |
|
||||||||||
|
2012 |
Ricardo De Aldama – Research – Fuzzy modelling and topology Supervisors: J.-P. Poli and
L. Boudet (CEA LIST), Collaboration: M. Aupetit (now
Researcher at SONY CSL Paris) |
Postdoc |
|
||||||||||
|
Scarlett Naplas, Edouard Mascré, Julien Capra – Fuzzy logic for on-line collaborative parcel
transportation. www.hec.edu |
Entrepreneur |
|
|||||||||||
|
Pierre-Henri Fricot – Research –
Distributed Localization & Mapping |
MSc
Intern |
|
|||||||||||
|
2009 – 2010 |
Lorène Allano – ERITR@C Project
(now full-time researcher at CEA LIST) |
Postdoc |
|
||||||||||
|
Sylvain Lespinats – Research in Information Visualization (now full-time Researcher at
CEA LITEN) |
Postdoc |
|
|||||||||||
|
2010 |
Nicolas Heulot – Research – Visual Analytics |
MSc
Intern |
|
||||||||||
|
Maxime Maillot – Research – Topological Fuzzy
modelling |
MSc
Intern |
|
|||||||||||
|
2009 |
Joseph Dureau – Research –
Topological Generative modelling |
MSc
Intern |
|
||||||||||
|
Gregory Mantelet – Research –
Topological Generative modelling |
MSc
Intern |
|
|||||||||||
|
2006 – 2008 |
Pierre
Gaillard,
Apprentissage Statistique de la connexité d’un nuage de points par modèle
génératif – Application à l’analyse exploratoire et la classification
semi-supervisée. Université de Technologie de Compiègne, Mentor: M. Aupetit, Supervisor: G. Govaert (UTC, CNRS) (now full-time researcher at CEA
DAM) |
Ph.
D |
|
||||||||||
|
2008 |
Stéphane Bruno – Research in Uncertainty modelling (now full-time researcher at CEA DAM) |
Postdoc |
|
||||||||||
|
Benoît Charles – Programming – Data and Signal Analysis tools |
Engineer |
|
|||||||||||
|
Ketia Baste –
Programming – Generative Models |
MSc
Intern |
|
|||||||||||
|
Simon Bozonnet – Research –
Seismic Signal Fusion with GA |
MSc
Intern |
|
|||||||||||
|
Thomas Musikas – Research –
Pattern Recog for Whales analysis |
MSc
Intern |
|
|||||||||||
|
2005 – 2007 |
Laurence
Cornez, Discrimination automatique à base de
connaissances expertes d'événements sismiques. Ecole Nationale Supérieure de
l'Aéronautique et de l'Espace, Mentor:
M. Aupetit, Supervisor: M. Samuelides
(ONERA). (now full-time researcher at CEA LIST) |
Ph.
D |
|
||||||||||
|
2007 |
Josselin Perio – Programming – Visual Analytics tools |
MSc
Intern |
|||||||||||
|
Benoît Charles – Research –
Fast Neural Networks Models |
MSc
Intern |
||||||||||||
|
2005 |
Pierre Gaillard – Research – Support Vector
Machines |
MSc
Intern |
|
||||||||||
|
Olivier Hébert – Research – Learning Vector
Quantization |
MSc
Intern |
|
|||||||||||
|
2003 |
Thibaud Catz – Programming –
Proximity Graphs for data analysis |
MSc
Intern |
|
||||||||||
|
|
|||||||||||||
|
|||||||||||||
