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Julien Jacques

135
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Presentation

I am Full Professor at Université Lumière Lyon 2. I am director of ERIC laboratory, and member of the DMD (Data Mining and Decision) team. I am director of the MALIA (MAchine Learning for Artifical Intelligence) Master.

Research domains

Statistics [math.ST]

Publications

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Clustering Longitudinal Ordinal Data via Finite Mixture of Matrix-Variate Distributions

Francesco Amato , Julien Jacques , Isabelle Prim-Allaz
Statistics and Computing, 2024, 34 (2), pp.81. ⟨10.1007/s11222-024-10390-z⟩
Journal articles hal-04105669v2
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Reducing the number of experimental points to fit kinetic models : A Bayesian approach

Loïc Iapteff , Julien Jacques , Benoit Celse , Victor Costa
Industrial and engineering chemistry research, 2023, 62 (28), pp.10903-10914. ⟨10.1021/acs.iecr.2c03862⟩
Journal articles hal-03957497v1
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A Survey on Model-Based Co-Clustering: High Dimension and Estimation Challenges

Christophe Biernacki , Julien Jacques , C. Keribin
Journal of Classification, 2023
Journal articles hal-03769727v1
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Analyzing cycling sensors data through ordinal logistic regression with functional covariates

Julien Jacques , Sanja Samardžić
Journal of the Royal Statistical Society: Series C Applied Statistics, 2022, 71 (4), pp.969-986. ⟨10.1111/rssc.12563⟩
Journal articles hal-03107427v2
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Co-Clustering of Multivariate Functional Data for the Analysis of Air Pollution in the South of France

Charles Bouveyron , Julien Jacques , Amandine Schmutz , Fanny Simoes , Silvia Bottini
Annals of Applied Statistics, 2022, 16 (3), pp.1400-1422. ⟨10.1214/21-AOAS1547⟩
Journal articles hal-02862177v2
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Outlier detection in multivariate functional data through a contaminated mixture model

Martial Amovin-Assagba , Irène Gannaz , Julien Jacques
Computational Statistics and Data Analysis, 2022, 174, pp.107496. ⟨10.1016/j.csda.2022.107496⟩
Journal articles hal-03255849v2
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Reducing the number of experiments required for modeling the hydrocracking process with kriging through Bayesian transfer learning

Loïc Iapteff , Julien Jacques , Matthieu Rolland , Benoît Celse
Journal of the Royal Statistical Society: Series C Applied Statistics, 2021, 70 (5), pp.1344-1364. ⟨10.1111/rssc.12516⟩
Journal articles hal-02935247v2
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ordinalClust: An R Package to Analyze Ordinal Data

Margot Selosse , Julien Jacques , Christophe Biernacki
The R Journal, 2021, 12 (2), ⟨10.32614/RJ-2021-011⟩
Journal articles hal-01678800v4
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A method to estimate horse speed per stride from one IMU with a machine learning method

Amandine Schmutz , Laurence Cheze , Julien Jacques , Pauline Martin
Sensors, 2020, 20 (2), 12 p. ⟨10.3390/s20020518⟩
Journal articles hal-02474906v1
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Textual data summarization using the Self-Organized Co-Clustering model

Margot Selosse , Julien Jacques , Christophe Biernacki
Pattern Recognition, 2020, 103, pp.107315. ⟨10.1016/j.patcog.2020.107315⟩
Journal articles hal-02115294v3
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Clustering multivariate functional data in group-specific functional subspaces

Amandine Schmutz , Julien Jacques , Charles Bouveyron , Laurence Chèze , Pauline Martin
Computational Statistics, 2020, 35 (3), pp.1101-1131. ⟨10.1007/s00180-020-00958-4⟩
Journal articles hal-01652467v3
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Co-clustering for binary and functional data

Yosra Ben Slimen , Julien Jacques , Sylvain Allio
Communications in Statistics - Simulation and Computation, 2020, 51 (9), pp.4845-4866. ⟨10.1080/03610918.2020.1764033⟩
Journal articles hal-02551245v1
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Model-based co-clustering for mixed type data

Margot Selosse , Julien Jacques , Christophe Biernacki
Computational Statistics and Data Analysis, 2020, 144, pp.106866. ⟨10.1016/j.csda.2019.106866⟩
Journal articles hal-01893457v2
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Analysing a quality of life survey using a co-clustering model for ordinal data and some dynamic implications

Margot Selosse , Julien Jacques , Christophe Biernacki , Florence Cousson-Gélie
Journal of the Royal Statistical Society: Series C Applied Statistics, 2019, 68 (Part 5), pp.1327-1349. ⟨10.1111/rssc.12365⟩
Journal articles hal-01643910v3

A Novel Hybrid Algorithm to Forecast Functional Time Series Based on Pattern Sequence Similarity with Application to Electricity Demand

Francisco Martínez-Álvarez , Amandine Schmutz , Gualberto Asencio-Cortés , Julien Jacques
Energies, 2019, 12 (1), pp.94
Journal articles hal-02051183v1
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Model-Based Co-clustering for Ordinal Data

Julien Jacques , Christophe Biernacki
Computational Statistics and Data Analysis, 2018, 123, pp.101-115. ⟨10.1016/j.csda.2018.01.014⟩
Journal articles hal-01448299v2
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Short- time Electricity Demand Forecasting Using a Functional State Space Model

Komi Nagbe , Jairo Cugliari , Julien Jacques
Energies, 2018, 11 (5), pp.1120. ⟨10.3390/en11051120⟩
Journal articles hal-01701258v2
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Model-Based Co-clustering for Functional Data

Yosra Ben Slimen , Sylvain Allio , Julien Jacques
Neurocomputing, 2018, 291, pp.97-108. ⟨10.1016/j.neucom.2018.02.055⟩
Journal articles hal-01422756v1
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The Functional Latent Block Model for the Co-Clustering of Electricity Consumption Curves

Charles Bouveyron , Laurent Bozzi , Julien Jacques , François-Xavier Jollois
Journal of the Royal Statistical Society: Series C Applied Statistics, 2018, 67 (4), pp.897-915
Journal articles hal-01533438v1
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Evolutionary clustering for categorical data using parametric links among multinomial mixture models

Md Abul Hasnat , Julien Velcin , Stephane Bonnevay , Julien Jacques
Econometrics and Statistics , 2017, 3, pp.141-159. ⟨10.1016/j.ecosta.2017.03.004⟩
Journal articles hal-01204613v3

Acute social stress-induced immunomodulation in pigs high and low responders to ACTH

Elodie Bacou , Karine Haurogne , Grégoire Mignot , Marie Allard , Laurence de Beaurepaire
Physiology & behavior, 2017, 169, pp.1-8. ⟨10.1016/j.physbeh.2016.11.012⟩
Journal articles hal-01605045v1
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Variable Clustering in High-Dimensional Linear Regression: The R Package clere

Loïc Yengo , Julien Jacques , Christophe Biernacki , Mickael Canouil
The R Journal, 2016, 8 (1), pp.92-106. ⟨10.32614/RJ-2016-006⟩
Journal articles hal-00940929v1
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Model-based co-clustering for hyperspectral images

Julien Jacques , Cyril Ruckebusch
Journal of Spectral Imaging, 2016, 5, pp.a3-1 - a3-6. ⟨10.1255/jsi.2016.a3⟩
Journal articles hal-01367941v1
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Model-Based Clustering of Multivariate Ordinal Data Relying on a Stochastic Binary Search Algorithm

Christophe Biernacki , Julien Jacques
Statistics and Computing, 2016, 26 (5), pp.929-943. ⟨10.1007/s11222-015-9585-2⟩
Journal articles hal-01052447v2
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Evidence of IL-17, IP-10, and IL-10 involvement in multiple-organ dysfunction and IL-17 pathway in acute renal failure associated to Plasmodium falciparum malaria.

Fabien Herbert , Nicolas Tchitchek , Devendra Bansal , Julien Jacques , Sulabha Pathak
Journal of Translational Medicine, 2015, 13, pp.369. ⟨10.1186/s12967-015-0731-6⟩
Journal articles hal-02051283v1
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The discriminative functional mixture model for a comparative analysis of bike sharing systems

Charles Bouveyron , Etienne Côme , Julien Jacques
Annals of Applied Statistics, 2015, 9 (4), pp.1726-1760. ⟨10.1214/15-AOAS861⟩
Journal articles hal-01024186v3
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Model-based clustering for multivariate functional data

Julien Jacques , Cristian Preda
Computational Statistics and Data Analysis, 2014, 71, pp.92-106. ⟨10.1016/j.csda.2012.12.004⟩
Journal articles hal-00713334v2
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Variable clustering in high dimensional linear regression models

Loïc Yengo , Julien Jacques , Christophe Biernacki
Journal de la Société Française de Statistique, 2014, Numéro spécial : analyse des données en grande dimension, 155 (2), pp.38-56
Journal articles hal-00764927v2
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Rankcluster: An R package for clustering multivariate partial rankings

Julien Jacques , Quentin Grimonprez , Christophe Biernacki
The R Journal, 2014, 6 (1), pp.10. ⟨10.32614/rj-2014-010⟩
Journal articles hal-00840692v3
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Model-based clustering for multivariate partial ranking data

Julien Jacques , Christophe Biernacki
Journal of Statistical Planning and Inference, 2014, 149, pp.201-217
Journal articles hal-00743384v1
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Adaptive mixtures of regressions: Improving predictive inference when population has changed

Charles Bouveyron , Julien Jacques
Communications in Statistics - Simulation and Computation, 2014, 43 (10), pp.22. ⟨10.1080/03610918.2012.758737⟩
Journal articles hal-00477597v3
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Functional data clustering: a survey

Julien Jacques , Cristian Preda
Advances in Data Analysis and Classification, 2014, 8 (3), pp.24. ⟨10.1007/s11634-013-0158-y⟩
Journal articles hal-00771030v1
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Funclust: a curves clustering method using functional random variables density approximation

Julien Jacques , Cristian Preda
Neurocomputing, 2013, 112, pp.164-171. ⟨10.1016/j.neucom.2012.11.042⟩
Journal articles hal-00628247v2
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A generative model for rank data based on an insertion sorting algorithm

Christophe Biernacki , Julien Jacques
Computational Statistics and Data Analysis, 2013, 58, pp.162-176. ⟨10.1016/j.csda.2012.08.008⟩
Journal articles hal-00441209v3

Aide à la décision en télécardiologie par une approche basée ontologie et centrée patient . [Decision Support in Telecardiology: An Ontology-Based Patient-Centered Approach.]

Anita Burgun , A. Rosier , L. Temal , Julien Jacques , R. Messai
Innovation and Research in BioMedical engineering, 2011, 32 (3), pp.191-194. ⟨10.1016/j.irbm.2011.01.035⟩
Journal articles hal-00907010v1
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Adaptive models in regression for modeling and understanding evolving populations

Charles Bouveyron , Patrice Gaubert , Julien Jacques
Case Studies in Business, Industry and Government Statistics, 2011, 4 (2), pp.83-92
Journal articles hal-00517673v1
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Model-based Clustering of Time Series in Group-specific Functional Subspaces

Charles Bouveyron , Julien Jacques
Advances in Data Analysis and Classification, 2011, 5 (4), pp.281-300. ⟨10.1007/s11634-011-0095-6⟩
Journal articles hal-00559561v2
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Extension of model-based classification for binary data when training and test populations differ

Julien Jacques , Christophe Biernacki
Journal of Applied Statistics, 2010, 37 (5), pp.749-766
Journal articles hal-00316080v3
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Adaptive Linear Models for Regression: improving prediction when population has changed

Charles Bouveyron , Julien Jacques
Pattern Recognition Letters, 2010, 31 (14), pp.2237-2247
Journal articles hal-00305987v3
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Gaussian mixture models for the classification of high-dimensional vibrational spectroscopy data

Julien Jacques , Charles Bouveyron , Stéphane Girard , Olivier Devos , Ludovic Duponchel
Journal of Chemometrics, 2010, 24 (11-12), pp.719-727. ⟨10.1002/cem.1355⟩
Journal articles hal-00459947v2
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Détection d'hétérogénéité au sein de mesures de qualité de l'environnement

Carole Langlois-Jacques , Julien Jacques
La revue MODULAD, 2009, 40, pp.41-52
Journal articles hal-00375159v1

Dual infections by influenza A/H3N2 and B viruses and by influenza A/H3N2 and A/H1N1 viruses during winter 2007, Corsica Island, France.

A. Falchi , C. Arena , L. Andreoletti , Julien Jacques , N. Leveque
Journal of Clinical Virology, 2008, 41 (2), pp.148-51. ⟨10.1016/j.jcv.2007.11.003⟩
Journal articles hal-00628445v1

Sensitivity Analysis in presence of Model Uncertainty and Correlated Inputs

Nicolas Devictoc , Julien Jacques , Christian Lavergne
Reliability Engineering and System Safety, 2006, 91 (10-11), pp.1126-1134. ⟨10.1016/j.ress.2005.11.047⟩
Journal articles hal-00194061v1
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STRUCTURE MOLÉCULAIRE ET PROPRIÉTÉS SMECTIQUES

J. Malthete , J. Billard , J. Canceill , J. Gabard , Julien Jacques
Journal de Physique Colloques, 1976, 37 (C3), pp.C3-1-C3-11. ⟨10.1051/jphyscol:1976301⟩
Journal articles jpa-00216484v1
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Modèle de mélanges d'experts pour données fonctionnelles

Jean Steve TAMO TCHOMGUI , Julien Jacques , Stéphane Chrétien , Guillaume Fraysse , Vincent Barriac
54es Journées de la Statistique de la SFdS, Société Française de Statistique (SFdS), Jul 2023, Bruxelles, Belgique
Conference papers hal-04087177v1

Function-on-Function Mixture of Experts Regression Models

Jean Steve Tamo Tchomgui , Julien Jacques , Stéphane Chrétien , Guillaume Fraysse , Vincent Barriac
15th International Conference of the ERCIM WG on Computational and Methodological Statistics. 16th International Conference on Computational and Financial Econometrics, Dec 2022, London, United Kingdom
Conference papers hal-03946963v1
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Prédiction de la Qualité d'Expérience dans les Réseaux Mobiles : Cas de la VoIP

Jean Steve Tamo Tchomgui , Julien Jacques , Stéphane Chrétien , Guillaume Fraysse , Vincent Barriac
JDS'22 53es journées de la Statistique de la Société Française de Statistique (SFdS), Jun 2022, Lyon, France
Conference papers hal-03657249v1

Dynamic Gaussian Embedding of Authors

Antoine Gourru , Julien Velcin , Christophe Gravier , Julien Jacques
WWW '22: The ACM Web Conference 2022, Apr 2022, Virtual Event, France. pp.2109-2119, ⟨10.1145/3485447.3512084⟩
Conference papers hal-04016168v1
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Design of Experiment for Bayesian transferred model

Loïc Iapteff , Julien Jacques , Benoit Celse , Victor Lameiras Franco da Costa
53èmes Journées de Statistique de la Société Française de Statistique (SFdS), Jun 2022, Lyon, France
Conference papers hal-03671090v1
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Clustering Longitudinal Ordinal Data via Finite Mixture of Matrix-Variate Latent Gaussians

Francesco Amato , Julien Jacques
53émes Journées de Statistique, Jun 2022, Lyon, France
Conference papers hal-03657066v1

Bayesian Transfer Learning to Improve Predictive Performance of an ODE-Based Kinetic Model

Loïc Iapteff , Julien Jacques , Benoît Celse , Victor Lameiras Franco da Costa
2022 AIChE Spring Meeting and 18th Global Congress on Process Safety, Apr 2022, San Antonio, United States
Conference papers hal-03652500v1

Anchor Prediction: A Topic Modeling Approach

Jean Dupuy , Adrien Guille , Julien Jacques
Companion Proceedings of the Web Conference 2022, April 25--29, 2022, Virtual Event, Apr 2022, Lyon, France. ⟨10.1145/3487553.3524927⟩
Conference papers hal-03685626v1
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Clustering et détection d'anomalies dans les données fonctionnelles

Martial Amovin-Assagba , Irène Gannaz , Julien Jacques
53èmes Journées de Statistique de la Société Française de Statistique, Jun 2022, Lyon, France
Conference papers hal-03649201v1
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Contextual-RTM : un cadre général pour la modélisation de thématiques dans les réseaux de documents

Jean Dupuy , Adrien Guille , Julien Jacques
Extraction et Gestion des Connaissances, Jan 2021, Montpelier, France
Conference papers hal-03565599v1

Détection d'anomalies dans les données fonctionnelles multivariées.

Martial Amovin-Assagba , Irène Gannaz , Julien Jacques
Colloque Jeunes Probabilistes et Statisticiens - 2021, Oct 2021, Oléron, France
Conference papers hal-03561392v1

Outlier detection in sensor networks

Martial Amovin-Assagba , Irène Gannaz , Julien Jacques
European Network for Business and Industrial Statistics -2021 Online conference, Sep 2021, Online, France
Conference papers hal-03561337v1

Bayesian Transfer Learning for modelling the hydrocracking process using kriging

Loïc Iapteff , Julien Jacques , Benoît Celse , Victor Lameiras Franco da Costa
ENBIS-21 Annual Conference, Sep 2021, virtual, France
Conference papers hal-03561383v1
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Modeling the hydrocracking process with kriging through Bayesian Transfer Learning

Loïc Iapteff , Julien Jacques , Matthieu Rolland , Benoît Celse
2021 AIChE Virtual Spring Meeting and 17th Global Congress on Process Safety, Apr 2021, virtual, United States
Conference papers hal-03561361v1
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Gaussian Embedding of Linked Documents from a Pretrained Semantic Space

Antoine Gourru , Julien Velcin , Julien Jacques
Twenty-Ninth International Joint Conference on Artificial Intelligence (IJCAI-20), Jan 2021, Yokohama (virtual), Japan
Conference papers hal-03343904v1
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A bumpy journey: exploring deep Gaussian mixture models

Margot Selosse , Isobel Claire Gormley , Julien Jacques , Christophe Biernacki
I Can't Believe It's Not Better @ NeurIPS 2020, Dec 2020, Vancouver, Canada
Conference papers hal-02985701v1
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Bayesian inference for transfer learning

Loïc Iapteff , Julien Jacques , Matthieu Rolland , Benoit Celse
52èmes Journées de Statistique de la Société Française de Statistique (SFdS), May 2020, Nice, France. pp.460-465
Conference papers hal-03561440v1
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Détection d'anomalies dans des données fonctionnelles multivariées

Martial Amovin-Assagba , Julien Jacques , Irène Gannaz , Frédéric Fossi , Johann Mozul
52èmes Journées de Statistiques de la Société Française de Statistique (SFdS), May 2020, Nice, France
Conference papers hal-02987148v1

Document Network Projection in Pretrained Word Embedding Space

Antoine Gourru , Adrien Guille , Julien Velcin , Julien Jacques
42nd European Conference on IR Research, ECIR 2020, Apr 2020, Lisbonne, France
Conference papers hal-02515852v1

Co-clustering model for three-way data

Julien Jacques
Chimiométrie 2020, Jan 2020, Liège, Belgium
Conference papers hal-03946547v1
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Co-clustering contraint pour le résumé de matrices document-terme

Margot Selosse , Julien Jacques , Christophe Biernacki
JdS 2020 - 52èmes Journées de Statistique de la Société Française de Statistique, May 2020, Nice, France
Conference papers hal-02490028v1
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Co-clustering de courbes fonctionnelles multivariées

Amandine Schmutz , Julien Jacques , Charles Bouveyron , Laurence Chèze , Pauline Martin
Journées des Statistiques, Jun 2019, Nancy, France
Conference papers hal-02095004v1
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Tri-clustering pour données de comptage

Margot Selosse , Antoine Gourru , Julien Jacques , Julien Velcin
Journées des Statistiques, Jun 2019, Nancy, France
Conference papers hal-02115353v1
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Prévision journalière de la consommation d’électricité à l’aide d’un modèle à espace d’états fonctionnel

Komi Nagbe , Jairo Cugliari , Julien Jacques
Journées Des Statistiques, May 2018, Paris, France
Conference papers hal-01785221v1
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Données fonctionnelles multivariées issues d'objets connectés : une méthode pour classer les individus

Amandine Schmutz , Julien Jacques , Charles Bouveyron , Laurence Cheze , Pauline Martin
Journées des Statistiques, May 2018, Saclay, France. 6 p
Conference papers hal-01784279v1

funHDDC : extension du package R pour le clustering de courbes fonctionnelles multivariées

Amandine Schmutz , Julien Jacques , Charles Bouveyron , Laurence Cheze , Pauline Martin
7èmes Rencontres R, Jul 2018, Rennes, France
Conference papers hal-01784304v1
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Co-clustering de données textuelles et continues

Margot Selosse , Julien Jacques , Christophe Biernacki
SFdS 2018 - 50èmes Journées de Statistique, May 2018, Saclay, France
Conference papers hal-01797493v1

Analyzing large matrices of ordinal data

Margot Selosse , Julien Jacques , Christophe Biernacki
The 11th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2018), Dec 2018, Pise, Italy
Conference papers hal-01949095v1

Model-based co-clustering for functional data

Julien Jacques
CM Statistics 2017, Dec 2017, London, United Kingdom
Conference papers hal-01705301v1
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Prédiction de la vitesse du cheval de sport à partir de données accéléromètriques et gyroscopiques

Amandine Schmutz , Julien Jacques , Laurence Cheze , Pauline Martin
49èmes Journées de Statistique organisée par la Société Française de Statistique, May 2017, Avignon, France
Conference papers hal-01705298v1
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Prévision de génération d'électricité à partir de sources renouvelables

Komi Nagbe , Jairo Cugliari , Adrien Thebault , Julien Jacques
49èmes Journées de Statistique organisée par la Société Française de Statistique, May 2017, Avignon, France
Conference papers hal-01705287v1
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Anomaly Prevision in Radio Access Networks Using Functional Data Analysis

Yosra Ben Slimen , Sylvain Allio , Julien Jacques
IEEE GlobeCom 2017, Dec 2017, Singapour, Singapore
Conference papers hal-01613475v1
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Le modèle DFM pour une analyse comparative des systèmes de vélos en libre service

Charles Bouveyron , Etienne Côme , Julien Jacques
48èmes Journées de Statistique organisée par la Société Française de Statistique, 2016, Montpellier, France
Conference papers hal-01383938v1
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Model-based co-clustering for ordinal data

Julien Jacques , Christophe Biernacki
48èmes Journées de Statistique organisée par la Société Française de Statistique, 2016, Montpellier, France
Conference papers hal-01383927v1
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Co-clustering for hyperspectral images.

Julien Jacques , Cyril Ruckebusch
6th International Conference in Spectral Imaging, Jul 2016, Chamonix, France
Conference papers hal-01383918v1

Model-Based Co-clustering for Ordinal Data

Julien Jacques , Christophe Biernacki
Working Group on Model-Based Clustering Summer Session, Jul 2016, Paris, France
Conference papers hal-01420648v1
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Model-based co-clustering for functional data

Yosra Ben Slimen , Sylvain Allio , Julien Jacques
48èmes Journées de Statistique organisée par la Société Française de Statistique, 2016, Montpellier, France
Conference papers hal-01383936v1
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Model-based co-clustering for functional data

Yosra Ben Slimen , Sylvain Allio , Julien Jacques
24th International Conference on Computational Statistics, Aug 2016, Oviedo, Spain
Conference papers hal-01383920v1
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Modèle Linéaire Généralisé Hiérarchique Gamma-Poisson à 3 facteurs aléatoires - Application au contrôle de qualité

Florence Loingeville , Julien Jacques , Cristian Preda , Philippe Guarini , Olivier Molinier
47èmes Journées de Statistique, Société Française de Statistique, Jun 2015, Lille, France
Conference papers hal-01152840v1

The discriminative functional mixture model for a comparative analysis of bike sharing systems

Julien Jacques
CMStatistics 2015, 8th International Conference of the ERCIM working group on Computational and Methodological Statistics, Dec 2015, London, United Kingdom
Conference papers hal-01241254v1
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funFEM: an R package for functional data clustering

Charles Bouveyron , Julien Jacques
Quatrième Rencontres R, 2015, Grenoble, France
Conference papers hal-01383951v1
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Simultaneous Clustering and Model Selection for Multinomial Distribution: A Comparative Study

Md Abul Hasnat , Julien Velcin , Stéphane Bonnevay , Julien Jacques
Intelligent Data Analysis, Oct 2015, Saint Etienne, France
Conference papers hal-01203561v1

Clustering multivariate ranking data

Julien Jacques
60th World Statistics Congress – ISI2015, Jul 2015, Rio de Janeiro, Brazil
Conference papers hal-01241256v1
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Un algorithme EM pour une version parcimonieuse de l’analyse en composantes principales probabiliste

Charles Bouveyron , Julien Jacques
EGC 2015 - 15ème conférence internationale sur l'extraction et la gestion des connaissances, Jan 2015, Luxembourg, Luxembourg
Conference papers hal-01241262v1

Variable Clustering in High Dimensional Probit Regression Models.

Loïc Yengo , Julien Jacques , Christophe Biernacki
46èmes Journées de Statistique organisée par la Société Française de Statistique, 2014, Rennes, France
Conference papers hal-01100633v1

Clustering multivariate ordinal data

Julien Jacques , Christophe Biernacki
ERCIM 2014 - The 7th International Conference of the ERCIM working group on Computational and Methodological Statistics, Dec 2014, Pisa, Italy
Conference papers hal-01100630v1
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Analyse de variance à 2 facteurs imbriqués sur données de comptage - Application au contrôle de qualité

Florence Loingeville , Julien Jacques , Cristian Preda , Philippe Guarini , Olivier Molinier
46e Journées de Statistique, Jun 2014, Rennes, France. 6 p
Conference papers hal-00986457v1

Clustering multivariate ordinal data

Julien Jacques
20th Summer Working Group on Model-Based Clustering of the Department of Statistics of the University of Washington, Jul 2013, Bologna, Italy
Conference papers hal-00943733v1
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Feature selection in high dimensional regression problems for genomic

Julie Hamon , Clarisse Dhaenens , Gaël Even , Julien Jacques
Tenth International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics, Jun 2013, Nice, France
Conference papers hal-00839705v1

Rankclust: An R package for clustering multivariate partial rankings

Quentin Grimonprez , Julien Jacques , Christophe Biernacki
Deuxième Rencontres R, 2013, France
Conference papers hal-00944005v1

Model-based clustering for multivariate functional data

Julien Jacques
ERCIM 2013, 6th International Conference of the ERCIM working group on Computational and Methodological Statistics, Dec 2013, London, United Kingdom
Conference papers hal-00943732v1
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Modèles mixtes en génétique animale : sélection de variables par optimisation combinatoire

Julie Hamon , Clarisse Dhaenens , Gaël Even , Julien Jacques
45ème Journées De Statistiques, May 2013, Toulouse, France
Conference papers hal-00839707v1
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Coopération entre Optimisation Combinatoire et Statistiques pour la Sélection animale

Julie Hamon , Clarisse Dhaenens , Julien Jacques , Gaël Even
13e congrès annuel de la Société française de Recherche Opérationnelle et d'Aide à la Décision, Apr 2012, Angers, France
Conference papers hal-00749727v2
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Clustering multivariate functional data

Julien Jacques , Cristian Preda
COMPSTAT 2012, 2012, Cyprus. pp.353-366
Conference papers hal-00943745v1

Functional data clustering using density approximation

Julien Jacques , Cristian Preda
44èmes Journées de Statistique organisée par la Société Française de Statistique, 2012, Belgium
Conference papers hal-00944008v1

Curves clustering with approximation of the density of functional random variables

Julien Jacques , Cristian Preda
ESANN 2012, 2012, Belgium. pp.459--464
Conference papers hal-00944001v1

Generative models for classification and clustering of spectroscopic data

Julien Jacques
Chimiométrie 2012, 2012, France
Conference papers hal-00944002v1
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Feature selection for high dimensional regression using local search and statistical criteria

Julie Hamon , Clarisse Dhaenens , Gaël Even , Julien Jacques
International Conference on Metaheuristics and Nature Inspired Computing, Oct 2012, Port El-Kantaoui, Tunisia
Conference papers hal-00749708v2
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Combining combinatorial optimization and statistics to mine high-throughput genotyping data

Julie Hamon , Clarisse Dhaenens , Julien Jacques , Gaël Even
JOBIM - Journées Ouvertes Biologie Informatique Mathématiques, Jun 2011, Paris, France
Conference papers hal-00639533v1

Model-based Clustering of Time Series in Group-specific Functional Subspaces

Charles Bouveyron , Julien Jacques
12th annual conference of the International Federation of Classification Societies, 2011, Frankfurt, Germany
Conference papers hal-00707054v1

Gaussian mixture models for the classification of high-dimensional data Application to near infrared spectroscopy data

O. Devos , C. Ruckebusch , L. Duponchel , Julien Jacques , Charles Bouveyron
12th Chemometrics in Analytical Chemistry, Oct 2010, Anvers, Belgium
Conference papers hal-00529634v1
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Modèles génératifs de rangs relatifs à un algorithme de tri par insertion

Christophe Biernacki , Julien Jacques
42èmes Journées de Statistique, 2010, Marseille, France, France
Conference papers inria-00494777v1

Applications de modèles de mélanges gaussiens pour la classification supervisés de données spectroscopiques (de grande dimension)

C. Ruckebusch , Julien Jacques , C. Bouveyron , O. Devos , L. Duponchel
Chimiométrie 2010, Dec 2010, Paris, France
Conference papers hal-00542896v1

Adaptive mixtures of regressions : improving predictive inference when population has changed

Charles Bouveyron , Julien Jacques
4th conference on Computational Methods for Modelling and Learning in Social and Human Sciences (MASHS'10), 2010, Lille, France
Conference papers hal-00707048v1

Modèles adaptatifs pour les mélanges de régressions

Charles Bouveyron , Julien Jacques
41èmes Journées de Statistique de la Société Française de Statistique, 2009, Bordeaux, France
Conference papers hal-00707061v1
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Modèles adaptatifs pour les mélanges de régressions

Charles Bouveyron , Julien Jacques
41èmes Journées de Statistique, SFdS, Bordeaux, 2009, Bordeaux, France, France
Conference papers inria-00386638v1

Adaptive linear models for regression

Charles Bouveyron , Julien Jacques
1st joint meeting of the Statistical Society of Canada and the Société Française de Statistique, May 2008, Ottawa, Canada
Conference papers hal-00272875v1
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Parallelizing the ACGT OncoSimulator

Dominique Lavenier , Julien Jacques
3rd International Advanced Research Workshop on In Silico Oncology, Sep 2008, Istanbul, Turkey. online proceedings: http://www.3rd-iarwiso.iccs.ntua.gr/
Conference papers hal-00322703v1

Adaptive linear models in regression for the modeling of housing market in different U.S. cities

Charles Bouveyron , Julien Jacques
Computational Methods for Modelling and Learning in Social and Human Sciences (MASHS'08), Jun 2008, Créteil, France
Conference papers hal-00272874v1
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Protein similarity search with subset seeds on a dedicated reconfigurable hardware

Pierre Peterlongo , Laurent Noé , Dominique Lavenier , Gilles Georges , Julien Jacques
Parallel Bio-Computing, Sep 2007, Gdansk,, Poland
Conference papers inria-00178325v1

Sensitivity Analysis in presence of Model Uncerainty and Correlated Inputs

Nicolas Devictoc , Julien Jacques , Christian Lavergne
Fourth International Conference on Sensitivity Analysis, 2005, Santa-Fe - Nouveau Mexique, United States. pp.1
Conference papers hal-00195938v1

Analyse de sensibilité globale

Nicolas Devictoc , Julien Jacques , Christian Lavergne
36ème Journées de statistique de la SFdS, 2004, Pau, France. pp.1
Conference papers hal-00195935v1

Advances in methods for Uncertainty and Sensitivity Analysis

Christian Lavergne , Nicolas Devictoc , Julien Jacques
Workshop level 2 PSA and severe accident managment, May 2004, Cologne, Germany
Conference papers hal-00195941v1

Analyse de sensibilité pour modèles à entrées corrélées

Nicolas Devictoc , Julien Jacques , Christian Lavergne
Colloque Maîtrise des Risques et Sureté de Fonctionnement, 2004, Bourges, France
Conference papers hal-00195943v1
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Quality of Experience’s Prediction in Mobile Networks : The case of VoIP service

Jean Steve TAMO TCHOMGUI , Julien Jacques , Guillaume Fraysse , Vincent Barriac , Stéphane Chrétien
Spring school «Statlearn: challenging problems in statistical learning», Apr 2022, Cargèse, France
Conference poster hal-04023153v1
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Modèle de Cox avec des données hétérogènes

Eliz Peyraud , Julien Jacques , Guillaume Metzler , Alexandre Lopez
Statlearn, Apr 2022, Cargèse (Corse), France
Conference poster hal-04023545v1
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Clustering Longitudinal Ordinal Data

Francesco Amato , Julien Jacques
StatLearn, Apr 2022, Cargèse, France
Conference poster hal-03657085v1
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mixedClust: an R package for mixed data classiication, clustering and co-clustering

Margot Selosse , Julien Jacques , Christophe Biernacki
25th Summer Session Working Group on Model-Based Clustering, Jul 2018, Ann Arbor, United States
Conference poster hal-01949171v1
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Speed prediction of the sport horse from accelerometric and gyroscopic data

Amandine Schmutz , Julien Jacques , Laurence Cheze , Pauline Martin
4th International Workshop on Functional and Operatorial Statistics, Jun 2014, LA COROGNE, Spain. 4th International Workshop on Functional and Operatorial Statistics, 1 p, 2017
Conference poster hal-01770173v1

Linear Regression in High Dimension and/or for Correlated Inputs

Julien Jacques , Didier Fraix-Burnet
D; Fraix-Burnet; D. Valls-Gabaud. Statistics for Astrophysics Methods and Applications of the Regression, 66, EDP Sciences, pp.149-165, 2014, EAS Publications Series, 978-2-7598-1729-0. ⟨10.1051/eas/1466011⟩
Book sections hal-01115109v1
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PARAMETRIC LINK MODELS FOR KNOWLEDGE TRANSFER IN STATISTICAL LEARNING

Farid Beninel , Christophe Biernacki , Charles Bouveyron , Julien Jacques , Alexandre Lourme
Dragan Ilic. Knowledge Transfer: Practices, Types and Challenges, Nova Publishers, 2012
Book sections hal-00942660v1

Classement de données binaires lorsque les populations d'apprentissage et de test sont différentes

Julien Jacques , Christophe Biernacki
Data Mining et apprentissage statistique : application en assurance, banque et marketing, Cépadues, pp.109-130, 2007, Revue des Nouvelles Technologies de l'Information, 9782854287943
Book sections hal-00851019v1
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Modèle de Cox avec des données hétérogènes

Eliz Peyraud , Julien Jacques , Guillaume Metzler , Alexandre Lopez
2022, https://jds22.sciencesconf.org/data/p./LivretJdS22_version_longue.pdf
Other publications hal-04023561v1
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Contributions à l'analyse de sensibilité et à l'analyse discriminante généralisée

Julien Jacques
Mathématiques [math]. Université Joseph-Fourier - Grenoble I, 2005. Français. ⟨NNT : ⟩
Theses tel-00011169v2
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Contribution à l'apprentissage statistique à base de modèles génératifs pour données complexes.

Julien Jacques
Statistiques [math.ST]. Université des Sciences et Technologie de Lille - Lille I, 2012
Habilitation à diriger des recherches tel-00761184v1