Mots-clés

Co-auteurs

Identifiants chercheur

Réseaux sociaux

Nombre de documents

56

Romain Billot, Maître de conférences HDR en Data Science


Romain Billot is an associate professor in  data science  at IMT Atlantique from 2016.

Romain is leading research in data mining and optimisation, with various fields of application such as as smart mobility and connected health. At IMT, Romain is in charge of statistics and machine learning lectures, and data science in general.

Before joining IMT Atlantique, Romain has spent five years as a permanent researcher at LICIT (IFSTTAR/ENTPE), after a one year post-doc at Queensland University of Technology, Australia.

R. Billot graduated from Ecole Centrale Paris (PhD, 2010) and University of Technology Compiègne (Computer Science, 2007).


Article dans une revue22 documents

  • Sofian Berrouiguet, Mark Larsen, Catherine Mesmeur, Michel Gravey, Romain Billot, et al.. Toward mHealth Brief Contact Interventions in Suicide Prevention: Case Series From the Suicide Intervention Assisted by Messages (SIAM) Randomized Controlled Trial. JMIR Mhealth Uhealth, 2018, 6 (1), pp.e8 - 〈10.2196/mhealth.7780〉. 〈hal-01686061〉
  • Sofian Berrouiguet, Romain Billot, Philippe Lenca. Prévenir le suicide avec le numérique. Télécom‎ : revue de l'association TELECOM Paristech ALUMNI, Association Télécom ParisTech alumni, 2018, pp.31 - 33. 〈hal-01875108〉
  • Sofian Berrouiguet, Valérie Le Moal, Elise Guillodo, Alis Le Floch, Philippe Lenca, et al.. Prévention du suicide et santé connectée - Vers la personnalisation des soins ?. Med Sci, 2018, 34 (8-9), pp.730 - 734. 〈10.1051/medsci/20183408021〉. 〈hal-01880867〉
  • Maxime Guériau, Frédéric Armetta, Salima Hassas, Romain Billot, Nour-Eddin El Faouzi. Apprentissage constructiviste à base de systèmes multiagents. Une application au problème complexe de la régulation coopérative du trafic. Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, Lavoisier, 2018, 32/2, pp.249-277. 〈10.3166/ria.32.249-277〉. 〈hal-01885654〉
  • Sofian Berrouiguet, Maria Luisa Barrigón, Sara A. Brandt, George C Nitzburg, Santiago Ovejero-García, et al.. Ecological Assessment of Clinicians' Antipsychotic Prescription Habits in Psychiatric Inpatients: A Novel Web- and Mobile Phone-Based Prototype for a Dynamic Clinical Decision Support System. Journal of Medical Internet Research, Journal of Medical Internet Research, 2017, 19 (1), pp.e25 - 〈10.2196/jmir.5954〉. 〈hal-01513261〉
  • Raphael Delhome, Romain Billot, Nour-Eddin El Faouzi. Travel time statistical modeling with the Halphen distribution family. Journal of Intelligent Transportation Systems: Technology, Planning, and Operations, Taylor & Francis: STM, Behavioural Science and Public Health Titles, 2017, 〈10.1080/15472450.2017.1326115〉. 〈hal-01802675〉
  • Maxime Guériau, Romain Billot, Nour-Eddin El Faouzi, Julien Monteil, Frédéric Armetta, et al.. How to assess the benefits of connected vehicles? A simulation framework for the design of cooperative traffic management strategies. Transportation research. Part C, Emerging technologies, Elsevier, 2016, 67, pp.266 - 279. 〈10.1016/j.trc.2016.01.020〉. 〈hal-01298573〉
  • Raphaël Delhome, Romain Billot, Aurélien Duret, Nour Eddin El Faouzi. The Halphen Distribution System, a Toolbox for Modeling Travel Time Variability: some insights based on mesoscopic simulation. TRB : Transportation research record, 2015, pp. 32-40. 〈10.3141/2490-04〉. 〈hal-01256331〉
  • Maurice Aron, Romain Billot, Nour-Eddin El-Faouzi, Régine Seidowsky. Traffic indicators, accidents and rain: some relationships calibrated on a French urban motorway network. Transportation Research Procedia, 2015, 12p. 〈hal-01217265〉
  • Pierre-Antoine Laharotte, Romain Billot, Etienne Come, Latifa Oukhellou, Alfredo Nantes, et al.. Spatiotemporal Analysis of Bluetooth Data: Application to a Large Urban Network. IEEE Transactions on Intelligent Transportation Systems, IEEE, 2015, 16 (3), pp 1439-1448. 〈10.1109/TITS.2014.2367165〉. 〈hal-01213936〉
  • Tu-Uyen Justine Dinh, Romain Billot, Eric Pillet, Nour Eddin El Faouzi. Real-Time Queue-End Detection on Freeways with Floating Car Data : Practice-Ready Algorithm. TRB : Transportation research record, 2014, pp. 46-56. 〈10.3141/2470-05〉. 〈hal-01349918〉
  • Julien Monteil, Romain Billot, Jacques Sau, Nour-Eddin El Faouzi. Linear and Weakly Nonlinear Stability Analyses of Cooperative Car-Following Models. IEEE Transactions on Intelligent Transportation Systems, 2014, 15 (5), 〈10.1109/TITS.2014.2308435〉. 〈hal-01428758〉
  • Julien Monteil, Romain Billot, Jacques Sau, Christine Buisson, Nour Eddin El Faouzi. Calibration, estimation and sampling issues of 2 car-following parameters. TRB : Transportation research record, 2014, pp. 131-140. 〈10.3141/2422-15〉. 〈hal-01428755〉
  • Jacques Sau, Julien Monteil, Romain Billot, Nour Eddin El Faouzi. The Root Locus Method: Application to Linear Stability Analysis and Design of Cooperative Car Following Models. Transportmetrica B: Transport Dynamics, 2014, 2 (1), pp. 60-82. 〈10.1080/21680566.2014.893416〉. 〈hal-01428757〉
  • Fouad Baouche, Romain Billot, Rochdi Trigui, Nour Eddin El Faouzi. Efficient Allocation of Electric Vehicles Charging Stations: Optimization Model and Application to a Dense Urban Network. IEEE Intelligent Transportation Systems Magazine, IEEE, 2014, 6 (3), pp. 33-43. 〈10.1109/MITS.2014.2324023〉. 〈hal-01425073〉
  • Julien Monteil, Romain Billot, Nour Eddin El Faouzi. Véhicules coopératifs pour une gestion dynamique du trafic: approche théorique et simulation. Recherche Transports Sécurité, NecPlus, 2013, 2013 (01), pp.47-58. 〈10.4074/S0761898013001040 〉. 〈hal-00921616〉
  • Julien Monteil, Romain Billot, Frédéric Armetta, Salima Hassas, Nour-Eddin El Faouzi. Cooperative Highway Traffic: Multiagent Modeling and Robustness Assessment to Local Perturbations. Transportation Research Record (TRR), Journal of the Transportation Research Board, 2013, 2391, 2, pp.1-10. 〈hal-01339166〉
  • Nour Eddin El Faouzi, Jérémie Buton, Romain Billot. Impacts de la météorologie sur la demande de trafic. Recherche Transports Sécurité, NecPlus, 2013, 2013 (01), pp.21-46. 〈10.4074/S0761898013001039〉. 〈hal-00921636〉
  • R. Billot, N.-E. El Faouzi, Jacques Sau, F. De Vuyst. Integrating the impact of rain into traffic management online traffic state estimation using sequential Monte Carlo techniques. Transportation Research Record : Journal of the Transportation Research Board, 2010, 2169, pp.141-149. 〈10.3141/2169-15〉. 〈hal-00566030〉
  • N.-E. El Faouzi, O. De Mouzon, R. Billot, Jacques Sau. Assessing the changes in operating traffic stream conditions due to weather conditions. Advances in Transportation Studies, 2010, A 21, pp.33-46. 〈hal-00566032〉
  • R. Billot, Christophe Chalons, F. De Vuyst, N.-E. El Faouzi, Jacques Sau. A conditionally linearly stable second-order traffic model derived from a Vlasov kinetic description. Comptes Rendus Mécanique, Elsevier Masson, 2010, 338, pp.529-537. 〈hal-00566031〉
  • Salim Bouzebda, N.-E.El Faouzi, R. Billot. Motorway travel time prediction based on toll data and weather effect integration. IET Intelligent Transport Systems, Institution of Engineering and Technology, 2010, 4 (4), 〈10.1049/iet-its.2009.0140〉. 〈hal-01764377〉

Communication dans un congrès29 documents

  • Shubham Krishna, Romain Billot, Nicolas Jullien. A clustering approach to infer Wikipedia contributors' profile. ACM. OPENSYM'18, Aug 2018, Paris, France. OPENSYM'18, 2018, 〈Http://www.opensym.org〉. 〈10.1145/3233391.3233968〉. 〈hal-01832902〉
  • Philippe Lenca, Sofian Berrouiguet, Romain Billot. Méthodes de data mining et applications à l'analyse de bases de données de suicidants. Journées du Groupement d’Etudes et de Prévention du Suicide, Jan 2018, Montpellier, France. Actes Journées du Groupement d’Etudes et de Prévention du Suicide, 2018. 〈hal-01688452〉
  • Romain Billot, Sofian Berrouiguet, Mark Larsen, Michel Walter, Jorge López Castroman, et al.. Apport de la fouille de données pour la prévention du risque suicidaire. Conférence Internationale sur l'Extraction et la Gestion des Connaissances, Revue des Nouvelles Technologies de l'Information, Jan 2018, Paris, France. Actes Conférence Internationale sur l'Extraction et la Gestion des Connaissances, Revue des Nouvelles Technologies de l'Information, RNTI-E-34, pp.143 - 154, 2018. 〈hal-01694714〉
  • Julien Salotti, Serge Fenet, Romain Billot, Nour-Eddin Faouzi, Christine Solnon. Comparison of traffic forecasting methods in urban and suburban context. Internationale Conference on Tools with Artificial Intelligence (ICTAI), Nov 2018, Volos, Greece. IEEE, 2018. 〈hal-01895136〉
  • Pierre-Antoine Laharotte, Romain Billot, Nour-Eddin El Faouzi. Detection of non-recurrent road traffic events based on clustering indicators. ESANN'17 : European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Apr 2017, Bruges, Belgium. Proceedings ESANN'17 : European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2017. 〈hal-01802649〉
  • Maxime Guériau, Frédéric Armetta, Salima Hassas, Romain Billot, Nour Eddin El Faouzi. Contrôle par apprentissage constructiviste pour le trafic coopératif . Journées Francophones sur les Systèmes Multi-Agents (JFSMA 2017), Jul 2017, Caen, France. 〈https://pfia2017.greyc.fr/jfsma〉. 〈hal-01565620〉
  • Mathieu Simonnet, Romain Billot, Bernard Gourvennec. Connected heart rate sensors to monitor sleep quality: Electrodes, Chestbelt and smartwatch users acceptability . CHASE 2016 : IEEE First Conference on Connected Health: Applications, Systems and Engineering Technologies, IEEE Computer Society, Jun 2016, Washington, Dc, États-Unis. Proceedings IEEE First International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE 2016) I, pp.344 - 345, 2016, 〈10.1109/CHASE.2016.38〉. 〈hal-01359229〉
  • Elise Guillodo, Sofian Berrouiguet, Mathieu Simonnet, Ismael Conejero, Philippe Courtet, et al.. Suicide Sleep Monitoring (SSleeM): a feasibility and acceptability study of a wearable sleep tracking monitoring device in suicide attempters. ESSSB 2016 : 16th European Symposium on Suicide and Suicidal behaviour, Sep 2016, Oviedo, Espagne. ESSSB 2016 : 16th European Symposium on Suicide and Suicidal behaviour. 〈hal-01444287〉
  • Sofian Berrouiguet, Romain Billot, Philippe Lenca, Philippe Tanguy, Enrique Baca-Garcia, et al.. Toward E-Health Applications for Suicide Prevention. CHASE 2016 : IEEE First Conference on Connected Health: Applications, Systems and Engineering Technologies, Jun 2016, Washington, United States. IEEE Computer Society, Proceedings CHASE 2016 : IEEE First Conference on Connected Health: Applications, Systems and Engineering Technologies, pp.346 - 347, 2016, 〈10.1109/CHASE.2016.37〉. 〈hal-01355330〉
  • Maxime Guériau, Frédéric Armetta, Salima Hassas, Romain Billot, Nour-Eddin El Faouzi. A constructivist approach for a self-adaptive decision-making system: application to road traffic control. IEEE ICTAI 2016, Nov 2016, San Jose, United States. pp.670--677, 2016, 28th IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2016, San Jose, CA, USA, November 6-8, 2016. 〈10.1109/ICTAI.2016.0107〉. 〈hal-01371774〉
  • Julien Salotti, Romain Billot, Nour-Eddin El Faouzi, Serge Fenet, Christine Solnon. Vers l’utilisation de graphes de liens causaux pour l’amélioration de la prévision court-terme du trafic routier. RFP-IA 2016 Journée Transports Intelligents, Jun 2016, Clermont-Ferrand, France. 〈hal-01318166〉
  • Pierre-Antoine Laharotte, Romain Billot, Nour Eddin El Faouzi, Hesham Rakha. Network-Wide Trac State Prediction Using Bluetooth Data. TRB 2015 - Transportation Research Board 94th Annual Meeting, Jan 2015, WASHINGTON, United States. TRB 2015 - Transportation Research Board 94th Annual Meeting, 17 p, 2015. 〈hal-01357521〉
  • Raphaël Delhome, Romain Billot, Nour Eddin El Faouzi. Recherche du plus court chemin stochastique avec des distributions de probabilité connues. ROADEF 2015, 16ème conférence de la Société Française de la recherche opérationnelle et de l'aide à la décision (ROADEF), Feb 2015, MARSEILLE, France. ROADEF 2015, 16ème conférence de la Société Française de la recherche opérationnelle et de l'aide à la décision (ROADEF), 2 p, 2015. 〈hal-01353523〉
  • Raphaël Delhome, Romain Billot, Aurélien Duret, Nour Eddin El Faouzi. The Halphen distribution system, a toolbox for modeling travel time variability: some insights based on mesoscopic simulation. 94th Annual Meeting of the Transportation Research Board, Jan 2015, WASHINGTON, United States. 94th Annual Meeting of the Transportation Research Board, 17 p, 2015. 〈hal-01357136〉
  • Raphaël Delhome, Romain Billot, Nour Eddin El Faouzi. Moment-ratio diagram for travel time reliability: empirical study on urban and periurban links. INSTR 2015, 6th International Symposium on Transportation Network Reliability, Aug 2015, Nara, Japan. INSTR 2015, 6th International Symposium on Transportation Network Reliability, 17 p., 2015. 〈hal-01357117〉
  • Maxime Guériau, Romain Billot, Nour-Eddin El Faouzi, Salima Hassas, Frédéric Armetta. Multi-Agent Dynamic Coupling for Cooperative Vehicles Modeling. The Twenty-Ninth Conference on Artificial Intelligence AAAI'2015 - (DEMO Track), Jan 2015, Austin, United States. pp.4276-4277, 2015, Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence. 〈hal-01214296〉
  • Maxime Guériau, Romain Billot, Frédéric Armetta, Salima Hassas, Nour-Eddin El Faouzi. Un simulateur multiagent de trafic coopératif. Vercouter, Laurent and Picard, Gauthier. 23es Journées Francophones sur les Systèmes Multi-Agents (JFSMA'15), Jun 2015, Rennes, France. Cépaduès, JFSMA 2015. Systèmes Multi-Agents. Environnements Socio-Techniques., pp.165-174, 2015, 〈http://www.cepadues.com/livres/JFSMA-2015.-Systèmes-Multi-Agents.-Environnements-socio-techniques-9782364931916.html〉. 〈hal-01163018〉
  • Fouad Baouche, Romain Billot, Rochdi Trigui, Nour Eddin El Faouzi. Electric Vehicle Green Routing with Possible En-Route Recharging. IEEE 17th International Conference on Intelligent Transportation Systems ITSC, Oct 2014, Qingdao, China. IEEE 17th International Conference on Intelligent Transportation Systems ITSC, 6 p, 2014. 〈hal-01349100〉
  • Fouad Baouche, Romain Billot, Rochdi Trigui, Nour Eddin El Faouzi. Electric Vehicle Shortest Path Problem with Replenishment Constraint. ICCVE 2014, International Conference on Connected Vehicles and Expo, Nov 2014, VIENNE, Austria. ICCVE 2014, International Conference on Connected Vehicles and Expo, 2 p, 2014. 〈hal-01349117〉
  • Fouad Baouche, Romain Billot, Nour Eddin El Faouzi, Rochdi Trigui. Electric Vehicle Charging Stations Allocation Models. TRA 2014 - Transport Research Arena : 5th Conference: Transport Solutions from Research to Deployment, Apr 2014, PARIS, France. TRA 2014 - Transport Research Arena : 5th Conference: Transport Solutions from Research to Deployment, 10 p, 2014. 〈hal-01349116〉
  • Fouad Baouche, Romain Billot, Rochdi Trigui, Nour Eddin El Faouzi. Electric Vehicle Charging Stations Allocation Model. ROADEF 2014, 15ème congrès annuel de la Société française de recherche opérationnelle et d'aide à la décision, Feb 2014, BORDEAUX, France. ROADEF 2014, 15ème congrès annuel de la Société française de recherche opérationnelle et d'aide à la décision, 4 p, 2014. 〈hal-01349121〉
  • Maxime Guériau, Romain Billot, Salima Hassas, Frédéric Armetta, Nour-Eddin El Faouzi. An extension of MovSim for Multi-Agent Cooperative Vehicles Modeling. 2014 International Conference on Connected Vehicles & Expo, Nov 2014, Vienna, Austria. IEEE, pp.859-860, 2014, 〈10.1109/ICCVE.2014.7297673〉. 〈hal-01313180〉
  • Fouad Baouche, Romain Billot, Rochdi Trigui, Nour-Eddin El Faouzi. Electric Vehicle Charging Stations Allocation Model. ROADEF - 15ème congrès annuel de la Société française de recherche opérationnelle et d'aide à la décision, Feb 2014, Bordeaux, France. 〈hal-00946317〉
  • Fouad Baouche, Rochdi Trigui, Nour Eddin El Faouzi, Romain Billot. Energy Consumption Assessment For Electric Vehicles. International symposium on recent advances in transport modeling, Apr 2013, Australie. 5 p., 2013. 〈hal-00907790〉
  • Julien Monteil, Romain Billot, Frédéric Armetta, Salima Hassas, Nour-Eddin El Faouzi. Cooperative highway traffic : multi-agent modeling and robustness assessment to local perturbations. the 92nd Annual Meeting of the Transportation Research Board, reviewed by TRB's Traffic Flow Theory and Characteristics Committee (AHB45) , Jan 2013, Washington, D.C., United States. pp.1-19, 2013. 〈hal-01339136〉
  • Fouad Baouche, Rochdi Trigui, Nour Eddin El Faouzi, Romain Billot. Planification d'itinéraire de véhicule électrique : évaluation et estimation de la consommation d'énergie. 14ème Conférence de la société française de recherche opérationnelle et aide à la décision (ROADEF 2013), Feb 2013, France. 2 p, 2013. 〈hal-00925899〉
  • Matthieu Canaud, Lyudmila Mihaylova, Nour Eddin El Faouzi, Romain Billot, Jacques Sau. A Bayesian Approach to Real-time Traffic State Estimation using a Particle PHD Filter with Appropriate Clutter Intensity. 92nd Transportation Research Board Annual Meeting, Jan 2013, France. 13 p, 2013. 〈hal-00925890〉
  • Julien Monteil, Romain Billot, Jacques Sau, Frédéric Armetta, Salima Hassas, et al.. Cooperative highway traffic: multi-agent modelling and robustness to local perturbations.. Transportation Research Board 92nd Annual Meeting, Jan 2013, France. TRANSPORTATION RESEARCH BOARD, 24 p., 2013. 〈hal-00921136〉
  • Julien Monteil, Romain Billot, Jacques Sau, Frédéric Armetta, Salima Hassas, et al.. Cooperative highway traffic: multi-agent modeling and robustness assessment to local perturbations. 92nd Transportation Research Board Meeting, Jan 2013, inconnue, France. 24 p, 2013. 〈hal-00869443〉

Chapitre d'ouvrage3 documents

  • Romain Billot, Cécile Bothorel, Philippe Lenca. Introduction to Big Data and Its Applications in Insurance. Big Data for Insurance Companies, Big Data, Artificial Intelligence and Data Analysis, 1, ISTE Editions, Wiley, pp.1 - 25, 2018, Innovation, Entrepreneurship and Management, 9781786300737. 〈hal-01686059〉
  • Romain Billot, Cécile Bothorel, Philippe Lenca. Introduction au big data et application à l'assurance. Le big data pour les compagnies d'assurance, 1, ISTE Editions, pp.17 - 39, 2017, Innovation, entrepreneuriat et gestion, Série Big Data, IA et analyse de données, 978-1-78405-298-0. 〈hal-01596095〉
  • Maurice Aron, Romain Billot, Neila Bhouri, Nour Eddine El Faousi, Régine Seidowsky. Power and Exponential Functions Relating Accidents to Traffic and Rain. Calibration on a French Network.. Advanced Concepts, Methodologies and Technologies for Transportation and Logistics, EWGT 2016, EURO 2016. Advances in Intelligent Systems and Computing, 572, Springer Link, pp 309-333, 2016, 〈10.1007/978-3-319-57105-8〉. 〈hal-01646697〉

Thèse1 document

HDR1 document

  • Romain Billot. Fouille de données, Modélisation et Optimisation. Applications à la mobilité intelligente et la santé connectée.. Informatique [cs]. UCBL; Lyon1, 2017. 〈tel-01760656〉