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Maximilien Servajean

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Synergizing Digital, Biological, and Participatory Sciences for Global Plant Species Identification: Enabling access to a worldwide identification service

Pierre Bonnet , Antoine Affouard , Jean-Christophe Lombardo , Mathias Chouet , Hugo Gresse
Biodiversity Information Science and Standards, 2023, 7, pp.e112545. ⟨10.3897/biss.7.112545⟩
Journal articles hal-04430929v1
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A text and GNN based controversy detection method on social media

Samy Benslimane , Jérôme Azé , Sandra Bringay , Maximilien Servajean , Caroline Mollevi
World Wide Web, 2023, Special Issue on Web Information Systems Engineering 2021, 26 (2), pp.799-825. ⟨10.1007/s11280-022-01116-0⟩
Journal articles hal-04042401v1
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EBBE-Text: Explaining Neural Networks by Exploring Text Classification Decision Boundaries

Alexis Delaforge , Jérôme Azé , Sandra Bringay , Caroline Mollevi , Arnaud Sallaberry
IEEE Transactions on Visualization and Computer Graphics, 2023, 29 (10), pp.4154-4171. ⟨10.1109/TVCG.2022.3184247⟩
Journal articles lirmm-03738598v1

Negatively Correlated Noisy Learners for At-risk User Detection on Social Networks: A Study on Depression, Anorexia, Self-harm and Suicide

Waleed Ragheb , Jérôme Azé , Sandra Bringay , Maximilien Servajean
IEEE Transactions on Knowledge and Data Engineering, 2023, 35 (1), pp.770-783. ⟨10.1109/TKDE.2021.3078898⟩
Journal articles lirmm-03736669v1
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Deep Species Distribution Modeling From Sentinel-2 Image Time-Series: A Global Scale Analysis on the Orchid Family

Joaquim Estopinan , Maximilien Servajean , Pierre Bonnet , François Munoz , Alexis Joly
Frontiers in Plant Science, 2022, 13, pp.839327. ⟨10.3389/fpls.2022.839327⟩
Journal articles hal-03693593v1
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Very High Resolution Species Distribution Modeling Based on Remote Sensing Imagery: How to Capture Fine-Grained and Large-Scale Vegetation Ecology With Convolutional Neural Networks?

Benjamin Deneu , Alexis Joly , Pierre Bonnet , Maximilien Servajean , François Munoz
Frontiers in Plant Science, 2022, 13, ⟨10.3389/fpls.2022.839279⟩
Journal articles hal-03695760v1
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Convolutional neural networks improve species distribution modelling by capturing the spatial structure of the environment

Benjamin Deneu , Maximilien Servajean , Pierre Bonnet , Christophe Botella , François Munoz
PLoS Computational Biology, 2021, 17 (4), pp.e1008856. ⟨10.1371/journal.pcbi.1008856⟩
Journal articles hal-03220977v1
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Pl@ntNet Services, a Contribution to the Monitoring and Sharing of Information on the World Flora

Pierre Bonnet , Julien Champ , Hervé Goëau , Fabian-Robert Stöter , Benjamin Deneu
Biodiversity Information Science and Standards, 2020, 4, pp.e58933. ⟨10.3897/biss.4.58933⟩
Journal articles hal-02973673v1
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How citizen scientists contribute to monitor protected areas thanks to automatic plant identification tools

Pierre Bonnet , Alexis Joly , Jean-Michel Faton , Susan Brown , David Kimiti
Ecological Solutions and Evidence, 2020, 1 (2), ⟨10.1002/2688-8319.12023⟩
Journal articles hal-02937618v1
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Non-parametric Bayesian annotator combination

Maximilien Servajean , Romain Chailan , Alexis Joly
Information Sciences, 2018, 436-437, pp.131-145. ⟨10.1016/j.ins.2018.01.020⟩
Journal articles lirmm-01703020v1
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Crowdsourcing Thousands of Specialized Labels: A Bayesian Active Training Approach

Maximilien Servajean , Alexis Joly , Dennis Shasha , Julien Champ , Esther Pacitti
IEEE Transactions on Multimedia, 2017, 19 (6), pp.1376-1391. ⟨10.1109/TMM.2017.2653763⟩
Journal articles hal-01629149v1

Increasing Coverage in Distributed Search and Recommendation with Profile Diversity

Maximilien Servajean , Esther Pacitti , Miguel Liroz-Gistau , Sihem Amer-Yahia , Amr El Abbadi
Transactions on Large-Scale Data- and Knowledge-Centered Systems, 2015, LNCS (9430), pp.115-144. ⟨10.1007/978-3-662-48567-5_4⟩
Journal articles lirmm-01177817v1
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Profile Diversity for Query Processing using User Recommendations

Maximilien Servajean , Reza Akbarinia , Esther Pacitti , Sihem Amer-Yahia
Information Systems, 2015, Information Systems, 48, pp.44-63. ⟨10.1016/j.is.2014.09.001⟩
Journal articles lirmm-01079523v1
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ICDiscovery : Aide à l'annotation par une méthode de budget pour le codage CIM-9 des textes hospitaliers

Leonardo Moros , Jérôme Azé , Sandra Bringay , Pascal Poncelet , Maximilien Servajean
EGC 2023 - 22e Conférence Extraction et Gestion des Connaissances, Jan 2023, Lyon, France. pp.605-612
Conference papers hal-04042457v1
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Explaining controversy through community analysis on Twitter

Samy Benslimane , Thomas Papastergiou , Jérôme Azé , Sandra Bringay , Caroline Mollevi
IDEAS 2023 - 27th International Database Engineered Applications Symposium Conference, May 2023, Heraklion, Greece. pp.148-155, ⟨10.1145/3589462.3589480⟩
Conference papers lirmm-04185786v1
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Overview of GeoLifeCLEF 2023: Species Composition Prediction with High Spatial Resolution at Continental Scale Using Remote Sensing

Christophe Botella , Benjamin Deneu , Diego Marcos , Maximilien Servajean , Théo Larcher
CLEF 2023 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2023, Thessalokini, Greece. pp.1954-1971
Conference papers hal-04322255v1
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Panorama des outils de visualisation pour l'explicabilité en apprentissage profond pour le traitement automatique de la langue

Alexis Delaforge , Jérôme Azé , Sandra Bringay , Arnaud Sallaberry , Maximilien Servajean
CNIA 2023 - Conférence Nationale en Intelligence Artificielle, PFIA, Jul 2023, Strasbourg, France. pp.99-108
Conference papers lirmm-04155333v1
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Détection de la controverse : une approche basée sur les réseaux de neurones, appliquée aux graphes et aux textes

Samy Benslimane , Jérôme Azé , Sandra Bringay , Caroline Mollevi , Maximilien Servajean
CNIA 2023 - Conférence Nationale en Intelligence Artificielle, PFIA, Jul 2023, Strasbourg, France. pp.50-51
Conference papers lirmm-04155276v1
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LifeCLEF 2023 teaser: Species Identification and Prediction Challenges

Alexis Joly , Stefan Kahl , Lukáš Picek , Christophe Botella , Diego Marcos
ECIR 2023 - 45th European Conference on Information Retrieval, Jaap Kamps; Lorraine Goeuriot; Fabio Crestani; Maria Maistro; Hideo Joho; Brian Davis; Cathal Gurrin; Udo Kruschwitz; Annalina Caputo, Apr 2023, Dublin, Ireland. pp.568-576, ⟨10.1007/978-3-031-28241-6_65⟩
Conference papers hal-04204378v1
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Apprendre à classer des textes hospitaliers rédigés en anglais selon la classification CIM-9 avec une approche par budget

Leonardo Moros , Sandra Bringay , Jérôme Azé , Pascal Poncelet , Maximilien Servajean
EGC 2023 - 22e Conférence Extraction et Gestion des Connaissances, Jan 2023, Lyon, France. pp.337-344
Conference papers hal-04042425v1

Overview of LifeCLEF 2022: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction

Alexis Joly , Hervé Goëau , Stefan Kahl , Lukáš Picek , Titouan Lorieul
CLEF 2022 - 13th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2022, Bologna, Italy. pp.257-285, ⟨10.1007/978-3-031-13643-6_19⟩
Conference papers hal-03807746v1
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Species Distribution Modeling based on aerial images and environmental features with Convolutional Neural Networks

César Leblanc , Alexis Joly , Titouan Lorieul , Maximilien Servajean , Pierre Bonnet
CLEF 2022 - Working Notes of the Conference and Labs of the Evaluation Forum, Guglielmo Faggioli; Nicola Ferro; Allan Hanbury; Martin Potthast, Sep 2022, Bologne, Italy. pp.2123-2150
Conference papers hal-03817452v1
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LifeCLEF 2022 Teaser: An Evaluation of Machine-Learning Based Species Identification and Species Distribution Prediction

Alexis Joly , Hervé Goëau , Stefan Kahl , Lukáš Picek , Titouan Lorieul
ECIR 2022 - 44th European Conference on Information Retrieval Research, Apr 2022, Stavanger, Norway. pp.390-399, ⟨10.1007/978-3-030-99739-7_49⟩
Conference papers hal-03641389v1
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Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification

Camille Garcin , Maximilien Servajean , Alexis Joly , Joseph Salmon
ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.7208-7222
Conference papers hal-03828747v1
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Overview of GeoLifeCLEF 2022: Predicting species presence from multi-modal remote sensing, bioclimatic and pedologic data

Titouan Lorieul , Elijah Cole , Benjamin Deneu , Maximilien Servajean , Pierre Bonnet
CLEF 2022 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2022, Bologne, Italy. pp.1940-1956
Conference papers lirmm-03793595v1
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Expliquer les prédictions des réseaux de neurones par l'exploration de l'espace de représentation et de la frontière de décision à l'aide d'EBBE-Text

Alexis Delaforge , Jérôme Azé , Arnaud Sallaberry , Maximilien Servajean , Sandra Bringay
EGC 2021 - 21e Conférence Extraction et Gestion des Connaissances, Jan 2021, Montpellier, France. pp.485-492
Conference papers hal-03462935v1
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Controversy Detection: a Text and Graph Neural Network Based Approach

Samy Benslimane , Jérôme Azé , Sandra Bringay , Maximilien Servajean , Caroline Mollevi
WISE 2021 - 22nd International Conference on Web Information Systems Engineering, Oct 2021, Melbourne, Australia. pp.339-354, ⟨10.1007/978-3-030-90888-1_26⟩
Conference papers hal-03464243v1
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How Do Deep Convolutional SDM Trained on Satellite Images Unravel Vegetation Ecology ?

Benjamin Deneu , Alexis Joly , Pierre Bonnet , Maximilien Servajean , François Munoz
ICPR 2020 - 25th International Conference on Pattern Recognition, Alberto Del Bimbo; Rita Cucchiara; Stan Sclaroff; Giovanni Maria Farinella; Tao Mei; Marco Bertini; Hugo Jair Escalante; Roberto Vezzani, Jan 2021, Milan / Virtual, Italy. pp.148-158, ⟨10.1007/978-3-030-68780-9_15⟩
Conference papers hal-03167637v1
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Pl@ntNet-300K: a plant image dataset with high label ambiguity and a long-tailed distribution

Camille Garcin , Alexis Joly , Pierre Bonnet , Jean-Christophe Lombardo , Antoine Affouard
NeurIPS 2021 - 35th Conference on Neural Information Processing Systems, Dec 2021, Virtual Conference, France. ⟨10.5281/zenodo.5645731⟩
Conference papers hal-03474556v2
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Overview of LifeCLEF 2021: an evaluation of Machine-Learning based Species Identification and Species Distribution Prediction

Alexis Joly , Hervé Goëau , Stefan Kahl , Lukáš Picek , Titouan Lorieul
CLEF 2021 - 12th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2021, Virtual Event, France. pp.371-393, ⟨10.1007/978-3-030-85251-1_24⟩
Conference papers hal-03415990v1
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EBBE-Text : Visualisation de la frontière de décision des réseaux de neurones en classification automatique de textes

Alexis Delaforge , Jérôme Azé , Arnaud Sallaberry , Maximilien Servajean , Sandra Bringay
EGC 2021 - 21e Conférence Extraction et Gestion des Connaissances, Jan 2021, Montpellier, France. pp.169-180
Conference papers hal-03462925v1
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Overview of GeoLifeCLEF 2021: Predicting species distribution from 2 million remote sensing images

Titouan Lorieul , Elijah Cole , Benjamin Deneu , Maximilien Servajean , Pierre Bonnet
CLEF 2021 - Conference and Labs of the Evaluation Forum, Guglielmo Faggioli; Nicola Ferro; Alexis Joly; Maria Maistro; Florina Piroi, Sep 2021, Bucarest, Romania. pp.1451-1462
Conference papers hal-03353487v1
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LifeCLEF 2020 Teaser: Biodiversity Identification and Prediction Challenges

Alexis Joly , Hervé Goëau , Christophe Botella , Rafael Ruiz de Castaneda , Hervé Glotin
ECIR 2020 - 42nd European Conference on IR Research on Advances in Information Retrieval, Apr 2020, Lisbon, Portugal. pp.542-549, ⟨10.1007/978-3-030-45442-5_70⟩
Conference papers hal-02873670v1
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Overview of LifeCLEF 2020: A System-Oriented Evaluation of Automated Species Identification and Species Distribution Prediction

Alexis Joly , Hervé Goëau , Stefan Kahl , Benjamin Deneu , Willem-Pier Vellinga
CLEF 2020 - 11th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2020, Thessaloniki, Greece. pp.342-363, ⟨10.1007/978-3-030-58219-7_23⟩
Conference papers hal-02945382v1
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Overview of LifeCLEF location-based species prediction task 2020 (GeoLifeCLEF)

Benjamin Deneu , Titouan Lorieul , Elijah Cole , Maximilien Servajean , Christophe Botella
CLEF 2020 - Conference and Labs of the Evaluation Forum, Sep 2020, Thessaloniki, Greece
Conference papers hal-02989077v1
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Pourquoi dois-je croire ta prédiction ? Comment expliquer les résultats d'une classification automatique de sentiments à partir de textes

Waleed Ragheb , Jérôme Azé , Sandra Bringay , Maximilien Servajean
IC 2019 - 30es Journées francophones d'Ingénierie des Connaissances, AFIA, Jul 2019, Toulouse, France. pp.112-124
Conference papers hal-02556888v1
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Overview of GeoLifeCLEF 2019: plant species prediction using environment and animal occurrences

Christophe Botella , Maximilien Servajean , Pierre Bonnet , Alexis Joly
CLEF 2019 - Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland
Conference papers hal-02190170v1
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Overview of LifeCLEF 2019: Identification of Amazonian Plants, South & North American Birds, and Niche Prediction

Alexis Joly , Hervé Goëau , Christophe Botella , Stefan Kahl , Maximilien Servajean
CLEF 2019 - 10th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2019, Lugano, Switzerland. pp.387-401, ⟨10.1007/978-3-030-28577-7_29⟩
Conference papers hal-02281455v1
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Attentive Multi-stage Learning for Early Risk Detection of Signs of Anorexia and Self-harm on Social Media

Waleed Ragheb , Jérôme Azé , Sandra Bringay , Maximilien Servajean
CLEF 2019 - Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland
Conference papers lirmm-03525311v1
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LIRMM-Advanse at SemEval-2019 Task 3: Attentive Conversation Modeling for Emotion Detection and Classification

Waleed Ragheb , Jérôme Azé , Sandra Bringay , Maximilien Servajean
SemEval: Semantic Evaluation in NAACL-HLT, Jun 2019, Minneapolis, MN, United States. pp.251-255
Conference papers lirmm-02145395v1
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Location-Based Plant Species Prediction Using A CNN Model Trained On Several Kingdoms - Best Method Of GeoLifeCLEF 2019 Challenge

Mathilde Negri , Maximilien Servajean , Benjamin Deneu , Alexis Joly
CLEF 2019 - Conference and Labs of the Evaluation Forum, Sep 2019, Lugano, Switzerland
Conference papers hal-02392637v1
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LifeCLEF 2019: Biodiversity Identification and Prediction Challenges

Alexis Joly , Hervé Goëau , Christophe Botella , Stefan Kahl , Marion Poupard
ECIR 2019 - 41st European Conference on IR Research, Apr 2019, Cologne, Germany. pp.275-282, ⟨10.1007/978-3-030-15719-7_37⟩
Conference papers hal-02273257v1
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Evaluation of Deep Species Distribution Models using Environment and Co-occurrences

Benjamin Deneu , Maximilien Servajean , Christophe Botella , Alexis Joly
CLEF 2019 - 10th International Conference of the Cross-Language Evaluation Forum for European Languages, Sep 2019, Lugano, Switzerland. pp.213-225, ⟨10.1007/978-3-030-28577-7_18⟩
Conference papers hal-02290310v1
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Location-based species recommendation using co-occurrences and environment- GeoLifeCLEF 2018 challenge

Benjamin Deneu , Maximilien Servajean , Christophe Botella , Alexis Joly
CLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France
Conference papers hal-01913241v1
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Temporal Mood Variation: at the CLEF eRisk-2018 Tasks for Early Risk Detection on The Internet

Waleed Ragheb , Bilel Moulahi , Jérôme Azé , Sandra Bringay , Maximilien Servajean
CLEF 2018 - Conference and Labs of the Evaluation Forum, Sep 2018, Avignon, France
Conference papers lirmm-01989632v1

LIRMM@DEFT-2018 – Modèle de classification de la vectorisation des documents

Waleed Ragheb , Bilel Moulahi , Sandra Bringay , Jérôme Azé , Maximilien Servajean
DEFT: Défi Fouille de Textes, May 2018, Rennes, France
Conference papers lirmm-02000139v1
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A Distributed Collaborative Filtering Algorithm Using Multiple Data Sources

Mohamed Reda Bouadjenek , Esther Pacitti , Maximilien Servajean , Florent Masseglia , Amr Abbadi
DBKDA: Advances in Databases, Knowledge, and Data Applications, May 2018, Nice, France
Conference papers hal-01911684v1
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ThePlantGame: Actively Training Human Annotators for Domain-specific Crowdsourcing

Maximilien Servajean , Alexis Joly , Dennis Shasha , Julien Champ , Esther Pacitti
MM 2016 - 24th International Conference on Multimedia, Oct 2016, Amsterdam, Netherlands. pp.720-721, ⟨10.1145/2964284.2973820⟩
Conference papers hal-01373769v1
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A comparative study of fine-grained classification methods in the context of the LifeCLEF plant identification challenge 2015

Julien Champ , Titouan Lorieul , Maximilien Servajean , Alexis Joly
CLEF 2015 - Working Notes of the Conference and Labs of the Evaluation Forum, Sep 2015, Toulouse, France
Conference papers hal-01182788v1
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PlantRT : a Distributed Recommendation Tool for Citizen Science

Maximilien Servajean , Esther Pacitti , Miguel Liroz-Gistau , Alexis Joly , Julien Champ
BDA: Gestion de Données — Principes, Technologies et Applications, Oct 2014, Autrans, France. pp.48-50
Conference papers hal-01163819v1
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Exploiting Diversification in Distributed Recommendation

Maximilien Servajean , Esther Pacitti , Miguel Liroz-Gistau , Sihem Amer-Yahia , Amr El Abbadi
BDA: Gestion de Données — Principes, Technologies et Applications, IMAG, Oct 2014, Autrans, France
Conference papers lirmm-01177564v1
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Exploiting Diversification in Gossip-Based Recommendation

Maximilien Servajean , Esther Pacitti , Miguel Liroz-Gistau , Sihem Amer-Yahia , Amr El Abbadi
Globe 2014 - 7th International Conference on Data Management in Cloud, Grid and P2P Systems, Sep 2014, Munich, Germany. pp.25-36, ⟨10.1007/978-3-319-10067-8_3⟩
Conference papers lirmm-01088730v1
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Profile Diversity in Search and Recommendation

Maximilien Servajean , Esther Pacitti , Sihem Amer-Yahia , Pascal Neveu
SRS 2013 - 4th International Workshop on Social Recommender Systems, May 2013, Rio de Janeiro, Brazil. pp.973-980, ⟨10.1145/2487788.2488094⟩
Conference papers lirmm-00806676v1
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Profile Diversity for Phenotyping Data Search and Recommendation

Maximilien Servajean , Esther Pacitti , Sihem Amer-Yahia , Pascal Neveu
BDA 2013 - 29e Journées Bases de Données Avancées, Oct 2013, Nantes, France
Conference papers lirmm-00879575v1
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Pl@ntNet, ten years of automatic plant identification and monitoring

Alexis Joly , Antoine Affouard , Mathias Chouet , Benjamin Deneu , Joaquim Estopinan
IUCN - Congrès mondial de la nature, Sep 2021, Marseille, France.
Conference poster hal-03343235v1
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PlantRT : a Distributed and Diversified Recommendation Tool for Citizen Sciences

Maximilien Servajean , Esther Pacitti , Miguel Liroz-Gistau , Alexis Joly , Julien Champ
BDA 2014 - 30e Conférence sur la Gestion de Données — Principes, Technologies et Applications, Oct 2014, Autrans, France. , 2014
Conference poster lirmm-01088733v1
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Recommandation Diversifiée et Distribuée pour les Données Scientifiques

Maximilien Servajean
Recherche d'information [cs.IR]. Université Montpellier 2, 2014. Français. ⟨NNT : ⟩
Theses tel-01098191v1
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Recommandation diversifiée et distribuée pour les données scientifiques

Maximilien Servajean
Réseaux sociaux et d'information [cs.SI]. Université Montpellier II - Sciences et Techniques du Languedoc, 2014. Français. ⟨NNT : 2014MON20216⟩
Theses tel-02179049v1