Latifa Oukhellou

124
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Publications

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Federated dynamic modeling and learning for spatiotemporal data forecasting

Thien Pham , Angelo Furno , Faïcel Chamroukhi , Latifa Oukhellou

Neurocomputing, 2026, pp.132712. ⟨10.1016/j.neucom.2026.132712⟩

Article dans une revue hal-05472368v1

Critical commuters and staggered working hours strategies: A two-stage framework integrating machine learning and social equity

Sulthana Shams , Emmanuel Munch , Fayçal Touzout , Latifa Oukhellou , Mostafa Ameli

Transport Policy, 2025, 174, pp.103854. ⟨10.1016/j.tranpol.2025.103854⟩

Article dans une revue hal-05333748v1
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How Has the Paris Rail Public-Transportation Network Recovered After the COVID-19 Pandemic? Applying a Mixture of Regressions Model

Hugues Moreau , Étienne Côme , Allou Same , Latifa Oukhellou

Transportation Research Record, 2025, 2679 (3), pp.330-345. ⟨10.1177/03611981241277817⟩

Article dans une revue hal-04777136v1

Multivariate count time series segmentation with “sums and shares” and Poisson lognormal mixture models: a comparative study using pedestrian flows within a multimodal transport hub

Paul de Nailly , Etienne Côme , Latifa Oukhellou , Allou Samé , Jacques Ferriere et al.

Advances in Data Analysis and Classification, 2024, 18, pp.455-491. ⟨10.1007/s11634-023-00543-9⟩

Article dans une revue hal-04401340v1

A Trustworthy Internet of Vehicles: The DAO to Safe, Secure, and Collaborative Autonomous Driving

Jing Yang , Qinghua Ni , Guiyang Luo , Qi Cheng , Latifa Oukhellou et al.

IEEE Transactions on Intelligent Vehicles, 2023, 8 (12), pp.4678-4681. ⟨10.1109/TIV.2023.3337345⟩

Article dans une revue hal-04401352v1
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Adaptative generalisation over a value hierarchy for the k -anonymisation of Origin–Destination matrices

Benoit Matet , Angelo Furno , Marco Fiore , Etienne Côme , Latifa Oukhellou

Transportation research. Part C, Emerging technologies, 2023, 154, pp.104236. ⟨10.1016/j.trc.2023.104236⟩

Article dans une revue hal-04302102v1

Forecasting passenger flows and headway at train level for a public transport line: Focus on atypical situations

Thomas Bapaume , Etienne Côme , Mostafa Ameli , Jérémy Roos , Latifa Oukhellou

Transportation research. Part C, Emerging technologies, 2023, 153, pp.104195. ⟨10.1016/j.trc.2023.104195⟩

Article dans une revue hal-04401284v1

Contextual anomaly detection on time series: a case study of metro ridership analysis

Kevin Pasini , Mostepha Khouadjia , Allou Samé , Martin Trépanier , Latifa Oukhellou

Neural Computing and Applications, 2022, 34, pp.1483-1507. ⟨10.1007/s00521-021-06455-z⟩

Article dans une revue hal-03472163v1
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What can we learn from 9 years of ticketing data at a major transport hub? A structural time series decomposition

Paul de Nailly , Etienne Come , Allou Same , Latifa Oukhellou , Jacques Ferriere et al.

Transportmetrica A: Transport Science, 2022, 18 (3), pp 1445-1469. ⟨10.1080/23249935.2021.1948626⟩

Article dans une revue hal-03600561v1

Online common change-point detection in a set of nonstationary categorical time series

Milad Leyli-Abadi , Allou Same , Latifa Oukhellou , Nicolas Cheifetz , Pierre Mandel et al.

Neurocomputing, 2021, 439, pp 176-196. ⟨10.1016/j.neucom.2021.01.066⟩

Article dans une revue hal-03596123v1
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Powered Two-Wheeler Riding Profile Clustering for an In-Depth Study of Bend-Taking Practices

Mohamed Diop , Abderrahmane Boubezoul , Latifa Oukhellou , Stéphane Espie

Sensors, 2020, 20 (22), 19p. ⟨10.3390/s20226696⟩

Article dans une revue hal-03609529v1
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Detection of cleaning interventions on photovoltaic modules with machine learning

Matthias Heinrich , Simon Meunier , Allou Same , Loic Queval , Arouna Darga et al.

Applied Energy, 2020, 263, pp.114642. ⟨10.1016/j.apenergy.2020.114642⟩

Article dans une revue hal-02505429v1
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Data-driven based approach to aid Parkinson's disease diagnosis

Nicolas Khoury , Ferhat Attal , Yacine Amirat , Latifa Oukhellou , Samer Mohammed

Sensors, 2019, 19 (2), pp.242. ⟨10.3390/s19020242⟩

Article dans une revue hal-02278256v1
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Mixture of Joint Nonhomogeneous Markov Chains to Cluster and Model Water Consumption Behavior Sequences

Milad Leyli-Abadi , Allou Same , Latifa Oukhellou , Nicolas Cheifetz , Pierre Mandel et al.

ACM Transactions on Intelligent Systems and Technology, 2019, 1 (1), 22p. ⟨10.1145/3347452⟩

Article dans une revue hal-02278251v1
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L'ouverture des données, une opportunité pour la recherche sur les transports et la mobilité

Patrice Aknin , Etienne Come , Latifa Oukhellou

Transports urbains : mobilité, réseaux, territoires, 2018, 132, pp.21-27. ⟨10.3917/turb.132.0021⟩

Article dans une revue hal-01897482v1

Powered Two-Wheelers Critical Events Detection and Recognition Using Data-Driven Approaches

Ferhat Attal , Abderrahmane Boubezoul , Allou Same , Latifa Oukhellou , Stéphane Espie

IEEE Transactions on Intelligent Transportation Systems, 2018, 19 (12), pp 4011-4022. ⟨10.1109/TITS.2018.2797065⟩

Article dans une revue hal-01889113v1

Intermodal mobility analysis with smart-card data. Spatio-temporal analysis of the bus-metro network of Rennes metropole

Cyprien Richer , Etienne Côme , Mohamed Khalil El mahrsi , Latifa Oukhellou

Cybergeo : Revue européenne de géographie / European journal of geography, 2018, ⟨10.4000/cybergeo.29132⟩

Article dans une revue halshs-01795850v1

Réussir les transitions que nous sommes en train de vivre. Point de vue de la directrice de l'Institut Francais des Sciences et Technologies des Transports, de l'Aménagement et des Réseaux - Ifsttar

Hélène Jacquot-Guimbal , Jean-Bernard Kovarik , Latifa Oukhellou , Alain L'Hostis , Guillaume Uster

TEC Mobilité intelligente [Revue TEC : Transport Environnement Circulation], 2017, 232, 2p

Article dans une revue hal-01463074v1

Analyzing year-to-year changes in public transport passenger behaviour using smart card data

Anne Sarah Briand , Etienne Come , Martin Trepanier , Latifa Oukhellou

Transportation research. Part C, Emerging technologies, 2017, 79, pp 274-289. ⟨10.1016/j.trc.2017.03.021⟩

Article dans une revue hal-01569729v1
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The dynamic multifractality in PEMFC stack voltage signal as a tool for the aging monitoring

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

International Journal of Hydrogen Energy, 2017, 42 (2), pp.1466-1471. ⟨10.1016/j.ijhydene.2016.04.033⟩

Article dans une revue hal-01352103v1
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Multifractal analysis of stack voltage based on wavelet leaders: A new tool for PEMFC diagnosis

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

Fuel Cells, 2017, 17 (2), pp.217-224. ⟨10.1002/fuce.201600029⟩

Article dans une revue hal-02074074v1
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A Dedicated Mixture Model for Clustering Smart Meter Data: Identification and Analysis of Electricity Consumption Behaviors

Fateh Nassim Melzi , Allou Same , Mohamed Haykel Zayani , Latifa Oukhellou

Energies, 2017, 10 (10), 21 p. ⟨10.3390/en10101446⟩

Article dans une revue hal-01592077v1

Recognition of gait cycle phases using wearable sensors

Samer S. Mohammed , Allou Same , Latifa Oukhellou , Kyoungchul Kong , Weiguang Huo et al.

Robotics and autonomous system, 2016, 75, pp 50-59. ⟨10.1016/j.robot.2014.10.012⟩

Article dans une revue hal-01350732v1

Clustering Smart Card Data for Urban Mobility Analysis

Mohamed Khalil El Mahrsi , Etienne Come , Latifa Oukhellou , Michel Verleysen

IEEE Transactions on Intelligent Transportation Systems, 2016, 17p. ⟨10.1109/TITS.2016.2600515⟩

Article dans une revue hal-01467221v1

Fusion-based Surveillance WSN Deployment using Dempster-Shafer Theory

Mustapha Reda Senouci , Abdelhamid Mellouk , Nadjib Aitsaadi , Latifa Oukhellou

Journal of Network and Computer Applications (JNCA), 2016, 64, pp 154-166. ⟨10.1016/j.jnca.2015.12.014⟩

Article dans une revue istex hal-01351590v1

A Mixture Model Clustering Approach for Temporal Passenger Pattern Characterization in Public Transport

Anne Sarah Briand , Etienne Come , Mohamed Khalil El Mahrsi , Latifa Oukhellou

International Journal of Data Science and Analytics, 2016, 1 (1), pp 37-50. ⟨10.1007/s41060-015-0002-x⟩

Article dans une revue hal-01352861v1

Powered Two-Wheeler Riding Pattern Recognition Using a Machine-Learning Framework

Ferhat Attal , Abderrahmane Boubezoul , Latifa Oukhellou , Stéphane Espie

IEEE Transactions on Intelligent Transportation Systems, 2015, 16 (1), pp 475-487. ⟨10.1109/TITS.2014.2346243⟩

Article dans une revue hal-01216353v1

Spatiotemporal Analysis of Bluetooth Data: Application to a Large Urban Network

Pierre-Antoine Laharotte , Romain Billot , Etienne Come , Latifa Oukhellou , Alfredo Nantes et al.

IEEE Transactions on Intelligent Transportation Systems, 2015, 16 (3), pp 1439-1448. ⟨10.1109/TITS.2014.2367165⟩

Article dans une revue hal-01213936v1

WSNs deployment framework based on the theory of belief functions

Mustapha Reda Senouci , Abdelhamid Mellouk , Latifa Oukhellou , Amar Aissani

Computer Networks, 2015, 88, pp 12-26. ⟨10.1016/j.comnet.2015.05.014⟩

Article dans une revue istex hal-01471357v1

Physical Human Activity Recognition Using Wearable Sensors

Ferhat Attal , Samer S. Mohammed , Mariam Dedabrishvili , Faicel Chamroukhi , Latifa Oukhellou et al.

Sensors, 2015, 15 (12), pp.31314-31338

Article dans une revue hal-01352101v1

Fuel cell diagnosis method based on multifractal analysis of stack voltage signal

D Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

International Journal of Hydrogen Energy, 2014, 39 (5), pp 2236-2245. ⟨10.1016/j.ijhydene.2013.11.066⟩

Article dans une revue istex hal-01049913v1

Clustering the Vélib' Dynamic Origin/Destination flows using a family of Poisson Mixture Models

Andry Randriamanamihaga , Etienne Come , Latifa Oukhellou , Gérard Govaert

Neurocomputing, 2014, 141, pp 128-138. ⟨10.1016/j.neucom.2014.01.050⟩

Article dans une revue istex hal-01045206v1

Belief functions in telecommunications and network technologies: an overview

Mustapha Reda Senouci , Abdelhamid Mellouk , Mohamed Abdelkrim Senouci , Latifa Oukhellou

Annals of Telecommunications - annales des télécommunications, 2014, 69 (3-4), pp 135-145. ⟨10.1007/s12243-014-0428-5⟩

Article dans une revue hal-01052672v1
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Model-based count series clustering for Bike Sharing System usage mining, a case study with the Velib system of Paris

Etienne Come , Latifa Oukhellou

ACM Transactions on Intelligent Systems and Technology, 2014, 27p

Article dans une revue hal-01052621v1

PEMFC stack voltage singularity measurement and fault classification

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

International Journal of Hydrogen Energy, 2014, 39 (36), pp. 21631-21637. ⟨10.1016/j.ijhydene.2014.09.117⟩

Article dans une revue hal-01431765v1

Belief functions and uncertainty management in networks and telecommunication

Abdelhamid Mellouk , Latifa Oukhellou , Lei Shu , Glenn Shafer

Annals of Telecommunications - annales des télécommunications, 2014, 69 (3-4), pp 131-133. ⟨10.1007/s12243-014-0425-8⟩

Article dans une revue hal-01053257v1

Joint segmentation of multivariate time series with hidden process regression for human activity recognition

Faicel Chamroukhi , S Mohammed , Latifa Oukhellou , Y Amirat , Dorra Trabelsi

Neurocomputing, 2013, 633 (120), pp.633-644. ⟨10.1016/j.neucom.2013.04.003⟩

Article dans une revue hal-00864854v1

Fuel Cell Health Monitoring Using Self Organizing Maps

Raissa Onanena , Latifa Oukhellou , Etienne Come , Samir Jemei , Denis Candusso et al.

Chemical Engineering Transactions, 2013, 33 (33), pp 1021-1026. ⟨10.3303/CET1333171⟩

Article dans une revue hal-00865214v1

An Unsupervised Approach for Automatic Activity Recognition Based on Hidden Markov Model Regression

Dorra Trabelsi , Samer Mohammed , Faicel Chamroukhi , Latifa Oukhellou , Yacine Amirat

IEEE Transactions on Automation Science and Engineering, 2013, 3 (10), pp.829-335. ⟨10.1109/TASE.2013.2256349⟩

Article dans une revue hal-00865069v1
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Partially supervised Independent Factor Analysis using soft labels elicited from multiple experts: application to railway track circuit diagnosis

Zohra Leila Cherfi , Latifa Oukhellou , Etienne Côme , Thierry Denoeux , Patrice Aknin

Soft Computing, 2012, 16 (5), pp.741-754. ⟨10.1007/s00500-011-0766-4⟩

Article dans une revue hal-00688783v1
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Fault diagnosis of a railway device using semi-supervised independent factor analysis with mixing constraints

Etienne Côme , Latifa Oukhellou , Thierry Denœux , Patrice Aknin

Pattern Analysis and Applications, 2012, 15 (3), pp.313-326. ⟨10.1007/s10044-011-0212-3⟩

Article dans une revue hal-00750589v1
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Fuel cells static and dynamic characterizations as tools for the estimation of their ageing time

Raissa Onanena , Latifa Oukhellou , Denis Candusso , Fabien Harel , Daniel Hissel et al.

International Journal of Hydrogen Energy, 2011, 36 (2), pp. 1730-1739. ⟨10.1016/j.ijhydene.2010.10.064⟩

Article dans une revue hal-00985761v1
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Fault diagnosis in railway track circuits using Dempster–Shafer classifier fusion

Latifa Oukhellou , Alexandra Debiolles , Thierry Denoeux , Patrice Aknin

Engineering Applications of Artificial Intelligence, 2010, 23 (1), pp.117-128. ⟨10.1016/j.engappai.2009.06.005⟩

Article dans une revue hal-00467941v1
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Estimation of fuel cell operating time for predictive maintenance strategies

R. Onanena , Latifa Oukhellou , Denis Candusso , Allou Same , Daniel Hissel et al.

International Journal of Hydrogen Energy, 2010, vol.35 (n.15), pp 8022-9. ⟨10.1016/j.ijhydene.2010.05.039⟩

Article dans une revue hal-00559459v1
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Learning from partially supervised data using mixture models and belief functions.

Etienne Côme , Latifa Oukhellou , Thierry Denoeux , Patrice Aknin

Pattern Recognition, 2009, 42 (3), pp.334-348. ⟨10.1016/j.patcog.2008.07.014⟩

Article dans une revue hal-00446583v1
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Mixture-model-based signal denoising

Allou Samé , Latifa Oukhellou , Etienne Côme , Patrice Aknin

Advances in Data Analysis and Classification, 2007, 1 (1), pp.39-51

Article dans une revue hal-00447038v1
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Discrete Choice Modeling for Modal Disaggregation of Mobile OD Flows: Comparison with Smart Card Data

Paul de Nailly , Étienne Côme , Rico Krueger , Latifa Oukhellou

13th Symposium of the European Association for Research in Transportation (hEART), Jun 2025, Munich, Germany

Communication dans un congrès hal-05170056v1

Identifying Critical Commuters: A Machine Learning Approach to Flexible Work Hours and Urban Congestion

Sulthana Shams , Fayçal Touzout , Latifa Oukhellou , Mostafa Ameli

The 104th Transportation Research Board Annual Meeting (TRB 2025), Jan 2025, Washington D. C., United States

Communication dans un congrès hal-04750918v1
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Population Synthesis with Deep Generative Models -is it worth it? Exploring new models and metrics

Vianey Darsel , Etienne Côme , Latifa Oukhellou

13th Symposium of the European Association for Research in Transportation, Technische Universität München, Jun 2025, Munich (Germany), Germany

Communication dans un congrès hal-05130079v1

A benchmarking methodology to assess population synthesis algorithms: A case study for Ile-de-France (France)

Jean-Giono Zehounkpe , Sebastian Hörl , Latifa Oukhellou

International Symposium on Transportation Data & Modelling (ISTDM), Sep 2025, Montreal, Canada

Communication dans un congrès hal-05136394v1

Multi-modal user equilibrium and system optimum in urban transport systems including shared mobility services

Khadidja Kadem , Latifa Oukhellou , Mostafa Ameli , Mahdi Zargayouna

103nd Annual Meeting Transportation Research Board (TRB), Jan 2024, Washignton DC, United States

Communication dans un congrès hal-04761220v1

Intermodal Traffic Assignment Modeling: Analytical and Simulation-based Approaches

Khadidja Kadem , Mostafa Ameli , Mahdi Zargayouna , Latifa Oukhellou

12th Symposium of the European Association for Research in Transportation (hEART 2024), Jun 2024, Helsinki (Finland), Finland

Communication dans un congrès hal-04762736v1
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Use of Origin-Destination data for calibration and spatialization of synthetic travel demand

Benoît Matet , Etienne Côme , Angelo Furno , Sebastian Hörl , Latifa Oukhellou

hEART'23. 11th Symposium of the European Association for Research in Transportation, Sep 2023, Zurich (CH), Switzerland

Communication dans un congrès hal-04201484v1

Developing housing situations archetypes to apprehend the role of the residential context in the construction of domestic energy consumption : A French case-study

Matthias Heinrich , Marie Ruellan , Jean-Pierre Lévy , Allou Samé , Latifa Oukhellou

41st Annual International Energy Workshop (IEW), Jun 2023, Golden (Colorado), United States

Communication dans un congrès hal-04503800v1

Deep probabilistic forecasting of count data in multimodal transport systems

Paul de Nailly , Étienne Côme , Latifa Oukhellou , Allou Badara Samé , Jacques Ferriere

Second Triennial Transportation and Logistics Society Conference (TSL 2023), Transportation and Logistics Society, Jul 2023, Chicago, United States

Communication dans un congrès hal-04496090v1
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Vision Transformer and Inpainting based Approach for Short-term Forecasting of Passenger Loads on a Transit Metro Line. Focus on Explainability and Atypical Situation prediction

Thomas Bapaume , Etienne Côme , Mostafa Ameli , Jérémy Roos , Latifa Oukhellou

102nd Annual Meeting Transportation Research Board, Jan 2023, Washington D.C., United States

Communication dans un congrès hal-04302202v1
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A Regression Mixture Model to understand the effect of the Covid-19 pandemic on Public Transport Ridership

Hugues Moreau , Étienne Côme , Allou Samé , Latifa Oukhellou

2023 IEEE International Conference on Data Mining Workshops (ICDMW), Dec 2023, Shanghai, China. pp.1259-1268, ⟨10.1109/ICDMW60847.2023.00163⟩

Communication dans un congrès hal-04461404v1

Use of Origin-Destination data in synthetic travel demand synthesis

Benoît Matet , Étienne Côme , Angelo Furno , Sebastian Hörl , Latifa Oukhellou

9th International Symposium on Transportation Data Modelling (ISTDM2023), Jun 2023, Ispra, Joint Research Center, Italy

Communication dans un congrès hal-04496171v1

Classification et décomposition de séries temporelles pour l'analyse de données thermiques du bâtiment

Louise Bonfils , Allou Samé , Latifa Oukhellou

27èmes Rencontres de la Société Francophone de Classification (SFC 2022), Sep 2022, Lyon, France

Communication dans un congrès hal-04504984v1
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What insights can we draw from our residential energy models?: guidelines for future modelling exercises

Matthias Heinrich , Marie Ruellan , Jean-Pierre Lévy , Allou Samé , Latifa Oukhellou

The 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Nov 2022, Boston, United States. ⟨10.1145/3563357.3567833⟩

Communication dans un congrès hal-03892639v1
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Mobile phone Origin-Destination Matrix Anonymization and Analysis

Benoît Matet , Étienne Côme , Angelo Furno , Latifa Oukhellou

CCS 2021 Lyon: Conference on Complex Systems, Oct 2021, Lyon, France

Communication dans un congrès hal-04796438v1

Dynamic clustering and modeling of temporal data subject to common regressive effects

Louise Bonfils , Allou Same , Latifa Oukhellou

ESANN 2021, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Oct 2021, Bruges, Belgium. 6p

Communication dans un congrès hal-03601786v1
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Representation Learning of public transport data. Application to event detection

Kevin Pasini , Allou Same , Mostepha Khouadjia , Fabrice Ganansia , Latifa Oukhellou

5th International Workshop and Symposium TransitData 2019, Jul 2019, Paris, France

Communication dans un congrès hal-02298663v1
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Détection en ligne de multiples changements dans un panel de données catégorielles

Milad Leyli-Abadi , Allou Same , Latifa Oukhellou

SFC 2019, XXVIèmes rencontres de la société francophone de classification, Sep 2019, Nancy, France. 4p

Communication dans un congrès hal-02364858v1
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Modèle LSTM encodeur-prédicteur pour la prévision court-terme de l'affluence dans les transports collectifs

Kevin Pasini , Mostepha Khouadjia , Allou Same , Fabrice Ganansia , Patrice Aknin et al.

CAP 2019, Conférence sur l'Apprentissage Automatique, Jul 2019, Toulouse, France

Communication dans un congrès hal-02298337v1
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Visualization tools for spatio-temporal time-series analysis with context awareness: Montreal subway case

Florian Toque , Etienne Come , Latifa Oukhellou , Martin Trepanier

TRANSITDATA 2019, 5th International Workshop and Symposium, Jul 2019, Paris, France

Communication dans un congrès hal-02281412v2
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Forecasting passenger load in a transit network using data driven models

Kevin Pasini , Mostepha Khouadjia , Fabrice Ganansia , Latifa Oukhellou

WCRR 2019, 12th World Congress on Railway Research, Oct 2019, Tokyo, Japan

Communication dans un congrès hal-02278238v2

Detection of atypical events on a public transport network using smart card data

Anne Sarah Briand , Etienne Come , Latifa Oukhellou , Mostepha Khouadjia

The 47th European Transport Conference, Oct 2019, Dublin, Ireland

Communication dans un congrès hal-02474565v1

Mélange de chaînes de Markov non-homogènes pour la classification et la prévision des habitudes de consommation issues d'un réseau d'eau intelligent

Milad Leyli-Abadi , Allou Same , Latifa Oukhellou

XXVèmes Rencontres de la Société Francophone de Classification, Sep 2018, Paris, France. 4p

Communication dans un congrès hal-01901079v1

Traffic Characterization on Airport Surface Using Aircraft Ground Trajectories

Mohamed Khalil El Mahrsi , Cindie Andrieu , Etienne Come , Zakaria Bezza , Latifa Oukhellou et al.

The 21st IEEE International Conference on Intelligent Transportation Systems, Nov 2018, Maui - Hawaï, United States. pp 3879-3885, ⟨10.1109/ITSC.2018.8569350⟩

Communication dans un congrès hal-01888608v1

Mixture of Non-homogeneous Hidden Markov Models for Clustering and Prediction of Water Consumption Time Series

Milad Leyli-Abadi , Allou Same , Latifa Oukhellou , Nicolas Cheifetz , Pierre Mandel et al.

IEEE IJCNN'18, IEEE International Joint Conference on Neural Networks, Jul 2018, Rio de Janeiro, France. 8p

Communication dans un congrès hal-01891349v1
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Short-Term Multi-Step Ahead Forecasting of Railway Passenger Flows During Special Events With Machine Learning Methods

Florian Toque , Etienne Come , Latifa Oukhellou , Martin Trepanier

CASPT 2018, Conference on Advanced Systems in Public Transport and TransitData 2018, Jul 2018, Brisbane, Australia. 15p

Communication dans un congrès hal-01891446v1
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Prévision du nombre de passagers entrant dans un réseau de transport multimodal en cas d'évènements atypiques, à l'aide de méthodes d'apprentissage automatique

Florian Toque , Etienne Come , Latifa Oukhellou , Martin Trepanier

RFTM 2018, 1ères Rencontres Francophones Transport Mobilité, Jun 2018, Lyon, France. 3p

Communication dans un congrès hal-01891340v2

Short & long term forecasting of multimodal transport passenger flows with machine learning methods

Florian Toque , Mostepha Khouadjia , Etienne Come , Martin Trepanier , Latifa Oukhellou

2017 IEEE 20th International Conference on Intelligent Transportation Systems (ITSC), Oct 2017, Yokohama, France. pp.560-566, ⟨10.1109/ITSC.2017.8317939⟩

Communication dans un congrès hal-02474575v1

Predictive Classification of Water Consumption Time Series using Non-homogeneous Markov Models

Milad Leyli-Abadi , Allou Same , Latifa Oukhellou , Nicolas Cheifetz , Pierre Mandel et al.

IEEE DSAA 2017, International Conference on Data Science and Advanced Analytics, Oct 2017, Tokyo, Japan. 8p

Communication dans un congrès hal-01581073v1

Processing, mining and visualizing massive urban data

Pierre Borgnat , Etienne Come , Latifa Oukhellou

ESANN2017, 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Apr 2017, Bruges, Belgium. 10p

Communication dans un congrès hal-01570792v1
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Smart Card clustering to extract typical temporal passenger habits in Transit network. Two case studies: Rennes in France and Gatineau in Canada

Anne Sarah Briand , Etienne Come , Martin Trepanier , Latifa Oukhellou

3rd International Workshop and Symposium: "Research and applications on the use of passive data from public transport", May 2017, Santiago, Chile

Communication dans un congrès hal-01570726v1

Variations annuelles des comportements des usagers de transport collectif

Martin Trepanier , Anne Sarah Briand , Latifa Oukhellou , Etienne Come

51e congrès de l'association québécoise des transports, Apr 2016, Quebec, Canada. 20p

Communication dans un congrès hal-01361063v1

Classification à base de modèle de mélange pour l'identification de profils temporels types d'usagers de transport public

Anne Sarah Briand , Etienne Come , Mohamed Khalil El Mahrsi , Latifa Oukhellou

AAFD & SFC'16 - Francophone International Conference on Data Science, May 2016, Marrakech, Maroc. 7p

Communication dans un congrès hal-01351034v1

Forecasting Dynamic Public Transport Origin-Destination Matrices with Long-Short Term Memory Recurrent Neural Networks

Florian Toque , Etienne Come , Mohamed Khalil El Mahrsi , Latifa Oukhellou

IEEE 19th International Conference on Intelligent Transportation Systems, Nov 2016, Rio de Janeiro, France. 6p

Communication dans un congrès hal-01357641v1

Hourly solar irradiance forecasting based on machine learning models

Fateh Nassim Melzi , Taieb Touati , Allou Same , Latifa Oukhellou

ICMLA 2016 - IEEE 15th International Conference on Machine Learning and Applications, Dec 2016, Anaheim, United States. 6p

Communication dans un congrès hal-01383793v1

The dynamic multifractality in PEMFC stack voltage signal as a tool for the aging monitoring

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

ICREGA 2016 - 4th International Conference On Renewable Energy: Generation And Applications, Feb 2016, Belfort, France. 15p

Communication dans un congrès hal-01670683v1

Dynamic Origin/Destination modeling with Gravity-Latent Dirichlet Allocation (G-LDA)

Andry Randriamanamihaga , Etienne Come , Latifa Oukhellou

TRISTAN IX - 9th Triennial Symposium on Transportation Analysis, Jun 2016, Oranjestad, Aruba, France. 4p

Communication dans un congrès hal-01350999v1

Identifying Daily Electric Consumption Patterns from Smart Meter Data by Means of Clustering Algorithms

Fateh Nassim Melzi , Mohamed Haykel Zayani , Amira Ben Hamida , Allou Same , Latifa Oukhellou

ICMLA 2015 - IEEE International Conference on Machine Learning and Applications, Dec 2015, MIAMI, United States. 6p

Communication dans un congrès hal-01215017v1

A Mixture Model Clustering Approach for Temporal Passenger Pattern Characterization in Public Transport

Anne Sarah Briand , Etienne Come , Mohamed Khalil El Mahrsi , Latifa Oukhellou

IEEE International Conference on Data Science and Advanced Analytics, Oct 2015, PARIS, France. 10p

Communication dans un congrès hal-01215386v1

Multifractal analysis of stack voltage based on wavelet leaders: a new tool for the on-line diagnosis of PEMFC

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

FDFC 2015 - 6th International Conference on Fundamentals and Development Fuel Cell, Feb 2015, TOULOUSE, France. 8 p

Communication dans un congrès hal-01349911v1

Powered-Two-Wheeler safety critical events recognition using a mixture model with quadratic logistic proportions

Ferhat Attal , Abderrahmane Boubezoul , Allou Same , Latifa Oukhellou

ESANN 2015 - 23rd European Symposium on Artificial Neural Networks, Apr 2015, BRUGES, Belgium. pp 421-426

Communication dans un congrès hal-01215028v1

Towards Smart City Energy Analytics: Identification of Electric Consumption Patterns Based on Clustering Approaches

Fateh Nassim Melzi , Mohamed Haykel Zayani , Amira Ben Hamida , François Stephan , Allou Same et al.

CSD&M 2015 - 6th International Conference on Complex Systems Design and Management, Nov 2015, PARIS, France. 12p

Communication dans un congrès hal-01212957v1

Fault Diagnosis and Identification of Proton Exchange Membrane Fuell Cell System Using Electrochmical Impedance Spectroscopy Classification

Elodie Pahon , Latifa Oukhellou , Fabien Harel , Samir Jemei , Daniel Hissel

International Conference on Modeling and Simulation of Electric Machines, Converters and Systems, May 2014, Valencia, Spain

Communication dans un congrès hal-02300505v1

k-Nearest Neighbours Fault Diagnosis of Proton Exchange Membrane Fuel Cell

Elodie Pahon , Samir Jemei , Fabien Harel , Rosa Elvira Silva Sanchez , Latifa Oukhellou et al.

Conference Internationale Discussion on Hydrogen Energy and Applications, May 2014, Nantes, France

Communication dans un congrès hal-02300468v1

Toward Bicycle Demand Prediction of Large-Scale Bicycle-Sharing System

Yufei Han , Etienne Come , Latifa Oukhellou

TRB 93rd Annual meeting, Jan 2014, France. 16p

Communication dans un congrès hal-01053016v1

Understanding Passenger Patterns in Public Transit Through Smart Card and Socioeconomic Data: A case study in Rennes, France

Mohamed Khalil El Mahrsi , Etienne Come , Johanna Baro , Latifa Oukhellou

ACM SIGKDD Workshop on Urban Computing, Aug 2014, France. 9p

Communication dans un congrès hal-01053794v1
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Un nouvel outil de diagnostic non intrusif d'une pile à combustible basé sur la mesure des singularités de la tension

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

Symposium de Génie Électrique 2014, Jul 2014, Cachan, France

Communication dans un congrès hal-01065407v1

Fault Diagnosis and Identification of Proton Exchange Membrane Fuel Cell System Using Electrochemical Impedance Spectroscopy Classification

Elodie Pahon , Latifa Oukhellou , Fabien Harel , S Jemei , D Hissel

Electrimacs 2014, May 2014, Spain. pp 646-651

Communication dans un congrès hal-01053687v1
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Spatio-temporal Analysis of Dynamic Origin-Destination Data Using Latent Dirichlet Allocation: Application to Vélib' Bike Sharing System of Paris

Etienne Come , Njato Andry Randriamanamihaga , Latifa Oukhellou , Patrice Aknin

TRB 93rd Annual meeting, Jan 2014, France. 19p

Communication dans un congrès hal-01052951v1

Analysis and classification of Powered Two Wheelers Riding Pattern

Ferhat Attal , Abderrahmane Boubezoul , Latifa Oukhellou , Stéphane Espie

TRA - Transport Research Arena, Apr 2014, France. 10p

Communication dans un congrès hal-01053042v1

k-Nearest Neighbours Fault Diagnosis of Proton Exchange Membrane Fuel Cell

Elodie Pahon , Samir Jemei , Fabien Harel , Rosa Elvira Silva , Latifa Oukhellou et al.

IDHEA, May 2014, France. 9p

Communication dans un congrès hal-01053717v1

Voltage singularity classification for fuel cell diagnosis

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

EFCF 2013 - European Fuel Cell Conference, Dec 2013, Italy. 2 p

Communication dans un congrès hal-00918936v1

Clustering the Velib' origin-destinations flows by means of Poisson mixture models

Andry Randriamanamihaga , Etienne Come , Latifa Oukhellou , Gérard Govaert

22th European Symposium on Artificial Neural Networks (ESANN 2013), Apr 2013, Bruges, Belgium. pp.273-278

Communication dans un congrès hal-00863151v1

Floating Train Data Systems for Preventive Maintenance: A Data Mining Approach

Wissam Sammouri , Etienne Come , Latifa Oukhellou , Patrice Aknin , Charles Eric Fonlladosa

International Conference on Industrial Engineering and Systems Management (IESM 2013), Oct 2013, Morocco. 7p

Communication dans un congrès hal-00914313v1

Mining floating train data sequences for temporal association rules within a predictive maintenance framework

Wissam Sammouri , Etienne Come , Latifa Oukhellou , Patrice Aknin

IEEE Industrial Conference on Data Mining (ICDM 2013), Dec 2013, France. 15p

Communication dans un congrès hal-00881595v1
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Online predictive diagnosis of electrical train door systems

Yufei Han , Olivier Francois , Allou Same , Laurent Bouillaut , Latifa Oukhellou et al.

10th World Congress on Railway Research (WCRR 2013), Nov 2013, Sydney, Australia. 6p

Communication dans un congrès hal-00863798v1

Riding patterns recognition for Powered two-wheelers users’ behaviors analysis

Ferhat Attal , Abderrahmane Boubezoul , Latifa Oukhellou , Stéphane Espie

ITSC 2013 - 16th International IEEE Conference On Transportation Systems, Oct 2013, France. 7p

Communication dans un congrès hal-00865030v1

Modèle de mélange poissonien pour l'analyse de données de déplacements

Andry Randriamanamihaga , Etienne Come , Latifa Oukhellou , Gérard Govaert

45e Journées de Statistique (JdS 2013), May 2013, Toulouse, France. pp.1-6

Communication dans un congrès hal-00863526v1

Singularity Analysis of Voltage Signals for PEM Fuel Cell Diagnosis

Djedjiga Benouioua , Denis Candusso , Fabien Harel , Latifa Oukhellou

5th International Conference on Fundamentals and Development of Fuel Cells (FDFC 2013), Apr 2013, Germany. 7p

Communication dans un congrès hal-00863881v1

Using the Belief Functions Theory to Deploy Static Wireless Sensor Networks

M. Senouci , Abdelhamid Mellouk , Latifa Oukhellou , A. Aissani

The Belief Functions Conference, May 2012, Compiègne, France

Communication dans un congrès hal-00923106v1

Efficient uncertainty-aware deployment algorithms for wireless sensor networks

M.R Senouci , Abdelhamid Mellouk , Latifa Oukhellou , A. Aissani

the IEEE Wireless Communications and Networking Conference (WCNC), Apr 2012, France

Communication dans un congrès hal-00923264v1
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Fault-diagnosis of PEM fuel cells using electrochemical spectroscopy impedance

Raïssa Onanena , Latifa Oukhellou , Etienne Côme , Denis Candusso , Daniel Hissel et al.

Power Plant and Power Systems Control symposium, Sep 2012, Toulouse, France

Communication dans un congrès hal-03223601v1

Uncertainty-Aware Sensor Network Deployment

M. Senouci , Abdelhamid Mellouk , Latifa Oukhellou , A. Aissani

the IEEE Global Communications Conference (GLOBECOM),, Houston, Dec 2011, Houston, United States

Communication dans un congrès hal-00923285v1
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Semi-supervised feature extraction using independent factor analysis

Latifa Oukhellou , Etienne Côme , Patrice Aknin , Thierry Denoeux

ICOR, 9th International Conference on Operations Research, Feb 2010, La Havanne, Cuba. 8p

Communication dans un congrès hal-00615209v1
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Partially-supervised learning in Independent Factor Analysis

Etienne Côme , Latifa Oukhellou , Patrice Aknin , Thierry Denoeux

European Symposium on Artificial Neural Networks (ESANN), Apr 2009, Bruges, Belgium. pp.53--58

Communication dans un congrès hal-00446716v1

Analyse en composantes indépendantes parcimonieuse pour le diagnostic de systèmes répartis

Zohra-Leïla Cherfi , Latifa Oukhellou , Patrice Aknin , Thierry Denoeux

XXe colloque GRETSI, 2009, Dijon, France

Communication dans un congrès hal-00450986v1
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Noiseless Independent Factor Analysis with Mixing Constraints in a Semi-supervised Framework. Application to Railway Device Fault Diagnosis

Etienne Côme , Latifa Oukhellou , Thierry Denoeux , Patrice Aknin

International Conference on Artificial Neural Network, Sep 2009, Limassol, Cyprus. pp.416-425

Communication dans un congrès hal-00461363v1
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Mixture model estimation with soft labels

Etienne Côme , Latifa Oukhellou , Thierry Denoeux , Patrice Aknin

Fourth International Workshop on Soft Methods in Probabilities and Statistics, Sep 2008, Toulouse, France. pp.165-174

Communication dans un congrès hal-00446806v1
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Semi-supervised IFA with prior knowledge on the mixing process. An application to a railway device diagnosis.

Etienne Côme , Cherfi Zohra , Latifa Oukhellou , Patrice Aknin

International Conference on Machine Learning and Application, Dec 2008, san-diego, United States. pp.415 - 420

Communication dans un congrès hal-00461359v1
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Noiseless Independent Factor Analysis with mixing constraints in a semi-supervised framework. Application to railway device fault diagnosis.

Etienne Côme , Latifa Oukhellou , Patrice Aknin , Thierry Denoeux

International Conference on Artificial Neural Networks (ICANN),, Sep 2009, Limassol, Cyprus. pp.416-425, ⟨10.1007/978-3-642-04277-5_42⟩

Communication dans un congrès hal-00446628v1

Railway infrastructure system diagnosis using Empirical Mode Decomposition and Hilbert transform

Latifa Oukhellou , Patrice Aknin , Eric Deléchelle

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2006, Toulouse, France. pp.III, ⟨10.1109/ICASSP.2006.1660866⟩

Communication dans un congrès hal-00665551v1

Change detection in smart grids using dynamic mixtures of t-distributions

Allou Same , Milad Leyli-Abadi , Latifa Oukhellou

In: Advances in Condition Monitoring and Structural Health Monitoring, Springer, pp.53-68, 2021, Lectures notes in Mechanical Engineering, 978-981-15-9199-0. ⟨10.1007/978-981-15-9199-0_6⟩

Chapitre d'ouvrage hal-03602456v1
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LSTM encoder-predictor for short-term train load forecasting

Kevin Pasini , Mostepha Khouadjia , Allou Same , Fabrice Ganansia , Latifa Oukhellou

In: Brefeld, U., Fromont, E., Hotho, A., Knobbe, A., Maathuis, M., Robardet, C. (Eds) Machine Learning and Knowledge Discovery in Databases, 11908, SPRINGER, pp.535-551, 2020, Lecture Notes in Computer Science, LNAI

Chapitre d'ouvrage hal-02282048v1

Projet MOBILLETIC. Données billettiques et analyse des mobilités urbaines : le cas rennais

Anne-Sarah Briand , Etienne Come , Nicolas Coulombel , Mohamed Khalil El Mahrsi , Emmanuel Munch et al.

BIG DATA ET POLITIQUES PUBLIQUES DANS LES TRANSPORTS, 2017

Chapitre d'ouvrage hal-01612406v1

Utilité des données billettiques pour l'analyse des mobilités urbaines: le cas rennais. In : Données urbaines

Mohamed Khalil El Mahrsi , Anne Sarah Briand , Etienne Come , Latifa Oukhellou

Utilité des données billettiques pour l'analyse des mobilités urbaines: le cas rennais. In : Données urbaines, ECONOMICA, 11p, 2015

Chapitre d'ouvrage hal-01217856v1