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Malika BEN KHALIFA
2019 -
Dealing with uncertainty in fake reviews detection within the belief function theory
Keywords:
Fake reviews detection, belief function theory
Laboratoire de Génie Informatique et d’Automatique de l’Artois
Decision support for sustainable logistics and mobility
"DFI" research theme
Décision et Fusion d’Informations
The theme Decision and information fusion (DFI) deals with problems of decision-making in an uncertain environment. The Bayesian model using additive probability measures is largely dominant.Over the past forty years, two other models have emerged: one is based on the possibility theory and the other on belief functions. Both models use non-additive measures. Within the laboratory, members are specialized in belief functions. Research is both theoretical and practical. In order to use these skills to the best, and to develop as much as possible, applications are varied and not restricted to a specific domain.
The skills of the members deal with all aspects of decision support when belief functions are used to represent and manipulate uncertainty. In particular, the members publish on the following subjects:
- classification, pattern recognition, analysis or extraction of data,
- diagnosis, inference, decision making and reasoning,
- the estimation and modeling of the reliability or credibility of a data source,
- data fusion as such, when multiple information sources or multiple sensors must be aggregated to obtain a global state.
Permanent positions
- François DELMOTTE Professeur, Assistant director of the LGI2A
- Samir HACHOUR Associate professor
- Eric LEFEVRE Professor
- David MERCIER Professor
- Gildas MORVAN Associate professor
- Frédéric PICHON Associate professor, HDR
Contractors
- Safa BEN AYED Ph.D. student
- Malika BEN KHALIFA Ph.D. student
- Yu-Lin HUANG Ph.D. student
- Siti MUTMAINAH Ph.D. student
- Sebastien RAMEL Ph.D. student
- Tekwa TEDJINI Ph.D. student
Tekwa TEDJINI
2018 -
Vehicle routing problem with uncertain time windows and travel time: an answer based on belief functions
Keywords:
Otpimization, Vehicle Routing Problem with Time Windows, Uncertainty, Belief function theory
Safa BEN AYED
2018 -
Handling Uncertainty in Case Based Reasoning within the Belief Function Theory
Keywords:
Case-based reasoning, Case Base maintenance, Belief functions,
Yu-Lin HUANG
2017 -
Categorisation of numerical simulations using pattern recognition tools. Applications to intermodality in transports.
Keywords:
Numerical simulations, Pattern recognition, Dempster-Shafer theory
Siti MUTMAINAH
2017 -
Learning to adjust information sources from partial data
Keywords:
Belief functions, Correction, Learning, Partial Data
Frédéric PICHON
2018
David MERCIER
2015
Corrections and informaton fusion Belief functions and information fusion. Developments and applications.
Keywords:
Belief functions, Dempster-Shafer theory, Information fusion, Contextual corrections, Data association, Decision support systems, Applications.
Eric LEFEVRE
2012
Belief functions: from theory to practice
Keywords:
Decision support systems, Imperfect data, Belief functions, Information Fusion.
Sebastien RAMEL
2016 - 2020
Evidential logistic regression: application to active classifier calibration and choquistic extension
Keywords:
Belief functions, Choquistic regression, Choquet integral, Logistic regression, Monotonic classification, Reliable classification, Epistemic uncertainty, Nonlinear models, Active learning
Asma TRABELSI
2016 - 2018
Classifier ensemble under the belief function framework
Keywords:
Ensemble classifier, fusion, belief function theory
Sabrine MALLEK
2016 - 2018
Social network Analysis Under a belief function Framework
Keywords:
Social Networks, Link prediction, Belief functions theory
Nathalie HELAL
2014 - 2017
An evidential answer for the capacitated vehicle routing problem with uncertain demands
Keywords:
Optimization under uncertainty, Belief functions theory, Vehicle routing problem
Pauline MINARY
2014 - 2017
Evidential calibration and fusion of multiple classifiers: application to face blurring
Keywords:
Video sequences, blurring faces, face detectors, information fusion, belief functions
Samir HACHOUR
2011 - 2015
Multi-object tracking and classification : contributions with belief functions theory
Keywords:
Multi-object tracking and classification, data assignment, belief functions, multi-sensor data fusion
Amel ENNACEUR
2012 - 2015
New AHP methods for handling uncertainty within the Belief Function Theory
Keywords:
Multi-criteria decision making, belief function theory, AHP, pair-wise comparison
Ahmed SAMET
2011 - 2014
Belief function theory : application of data mining tools for imperfect data treatment
Keywords:
Data mining, Belief function theory, conflict management, Associative classification
Mira BOU FARAH
2010 - 2014
Methods using belief functions to manage imperfect information in vehicular networks
Keywords:
Vehicular Ad-hoc Networks (VANET), Theory of belief functions, Transferable Belief Model (TBM), Data fusion, Events on the road, Decentralized architecture
Jean-baptiste SOYEZ
2010 - 2013
Conception and modeling of systems of systems : a multi-level mult-agent approach
Keywords:
Multi-level multi-agent modeling and simulation, Systems of systems, organisational approach, Influence/Reaction model, complex systems, intelligent autonomous vehicles
Alexandre VEREMME
2007 - 2010
Yann LEMERET
2003 - 2006
Objects tracking with use of evidence theory for driver assistance systems
Keywords:
Data fusion, belief functions, objects association, Kalman filter
GS2RI (ELSAT 2020)
2015 - 2020
Greener and Safer Rail Road Interaction
Summary :
L’objet du projet PSCHITT_Rail est de réaliser la co-simulation ferroviaire dans un réseau urbain entre des tramways d’une part, et des véhicules et piétons d’autre part, dans le but d’améliorer la sécurité des usagers.
SmartMOB (ELSAT 2020)
2015 - 2020
Smart Mobility
Summary :
The first purpose of the SmartMOB (Smart MOBility) project is to encourage drivers to park their cars to continue their trips using public transport to save time, facilitate their trips, save money, to reduce greenhouse gas emissions...
VUMOPE (ELSAT 2020)
2015 - 2020
Vers Une MObilité Propre et Efficace
Summary :
L’objectif de ce projet est de repenser les recherches sur l’amélioration des performances des véhicules en intégrant la complexité des usages, par exemples les comportements des conducteurs.
ARCir/SUCRé
2014 - 2017
Sûreté de fonctionnement et résilience pour la gestion et le contrôle coopératifs des systèmes sociotechniques
Summary :
L’objectif principal de ce projet est le développement d’outils méthodologiques pour la gestion et le contrôle de situations de crises en termes de résilience. Les systèmes considérés sont des systèmes sociotechniques tels que la coopération entre opérateurs humains et robots mobiles de type UGV (Unmanned Ground Vehicles) en milieu hostile (incendie, inondations, etc.).
NISTO
2012 - 2015
New Integrated Smart Transport Options
Summary :
The objective of this project is the creation of a transnational evaluation tool for alternative mobility projects that will take into account the following elements: Mobility (efficiency, travel time ...), economic development, quality environmental protection, safety and consumer satisfaction.
PlaiiMob (CISIT)
2007 - 2013
Plate-forme de simulation dédiée aux services de MOBilité
Summary :
The objective of this project is to illustrate how partial information can be exchanged in the context of inter-vehicle communication, for example to warn the driver of a potentially dangerous event (accident, obstacles on the road, braking, ...) or to assist him/her (find a free parking space, avoid traffic jams, be informed in real time of traffic conditions).
arswarm
arswarm is a set of bash and expect scripts to connect and configure multiple Parrot drones on the same unencrypted network.
Similar
Similar (Simulations with Multi-Level Agents and Reactions) is a Multi-Level Agent-Based Modeling formal meta-model based on the Influence Reaction model.
Similar2Logo
Similar2Logo is a Logo-like multiagent-based simulation environment based on the Similar API and released under the CeCILL-B license.
VMES
VMES (Vehicle Message Exchange Simulator) is a simulator developed in Matlab™ which has been realized during the PhD thesis of Mira Bou Farah.