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Journal Articles

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2022
[j14]
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Romane Scherrer, Erwan Aulnette, Thomas Quiniou, Joël Kasarhérou, Pierre Kolb, Nazha Selmaoui-Folcher:
Boat Detection in Marina Using Time-Delay Analysis and Deep Learning. Int. J. Data Warehous. Min. 18(2): 1-16 (2022)
[j13]
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Nazha Selmaoui-Folcher, Jannaï Tokotoko, Samuel Gorohouna, Laisa Roi, Claire Leschi, Catherine Ris:
Concept of Temporal Pretopology for the Analysis for Structural Changes: Application to Econometrics. Int. J. Data Warehous. Min. 18(2): 1-17 (2022)
2020
[j12]
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Frédéric Flouvat, Nazha Selmaoui-Folcher, Jérémy Sanhes, Chengcheng Mu, Claude Pasquier, Jean-François Boulicaut:
Mining evolutions of complex spatial objects using a single-attributed Directed Acyclic Graph. Knowl. Inf. Syst. 62(10): 3931-3971 (2020)
2019
[j11]
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Philippe Fournier-Viger, Chao Cheng, Zhi Cheng, Jerry Chun-Wei Lin, Nazha Selmaoui-Folcher:
Mining significant trend sequences in dynamic attributed graphs. Knowl. Based Syst. 182 (2019)
2017
[j10]
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Claude Pasquier, Frédéric Flouvat, Jérémy Sanhes, Nazha Selmaoui-Folcher:
Attributed graph mining in the presence of automorphism. Knowl. Inf. Syst. 50(2): 569-584 (2017)
2016
[j9]
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Hugo Alatrista-Salas, Sandra Bringay, Frédéric Flouvat, Nazha Selmaoui-Folcher, Maguelonne Teisseire:
Spatio-sequential patterns mining: Beyond the boundaries. Intell. Data Anal. 20(2): 293-316 (2016)
[j8]
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Claude Pasquier, Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher:
Frequent pattern mining in attributed trees: algorithms and applications. Knowl. Inf. Syst. 46(3): 491-514 (2016)
2015
[j7]
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Hugo Alatrista-Salas, Jérôme Azé, Sandra Bringay, Flavie Cernesson, Nazha Selmaoui-Folcher, Maguelonne Teisseire:
A knowledge discovery process for spatiotemporal data: Application to river water quality monitoring. Ecol. Informatics 26(2): 127-139 (2015)
[j6]
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Frédéric Flouvat, Jean-François N'guyen Van Soc, Elise Desmier, Nazha Selmaoui-Folcher:
Domain-driven co-location mining - Extraction, visualization and integration in a GIS. GeoInformatica 19(1): 147-183 (2015)
2013
[j5]
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Loïc Cerf, Dominique Gay, Nazha Selmaoui-Folcher, Bruno Crémilleux, Jean-François Boulicaut:
Parameter-free classification in multi-class imbalanced data sets. Data Knowl. Eng. 87: 109-129 (2013)
[j4]
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Nazha Selmaoui-Folcher, Frédéric Flouvat, Hugo Alatrista Salas, Sandra Bringay:
Motifs spatio-temporels. Enjeux et applications à l'environnement. Rev. d'Intelligence Artif. 27(4-5): 619-648 (2013)
[j3]
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Hugo Alatrista Salas, Frédéric Flouvat, Sandra Bringay, Nazha Selmaoui-Folcher, Maguelonne Teisseire:
A spatial-based KDD process to better manage the river water quality. Rev. Int. Géomatique 23(3-4): 469-494 (2013)
2012
[j2]
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Dominique Gay, Nazha Selmaoui-Folcher, Jean-François Boulicaut:
Application-independent feature construction based on almost-closedness properties. Knowl. Inf. Syst. 30(1): 87-111 (2012)
2011
[j1]
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  - journals/ijaeis/Selmaoui-FolcherFGR11
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Nazha Selmaoui-Folcher, Frédéric Flouvat, Dominique Gay, Isabelle Rouet:
Spatial Pattern Mining for Soil Erosion Characterization. Int. J. Agric. Environ. Inf. Syst. 2(2): 73-92 (2011)

Conference and Workshop Papers

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2023
[c44]
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  - conf/cnia/GovanSGF23
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Rodrigue Govan, Nazha Selmaoui-Folcher, Aristotelis Giannakos, Philippe Fournier-Viger:
Extraction de co-localisations sous contrainte de la structure spatiale. CNIA 2023
[c43]
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Rodrigue Govan, Nazha Selmaoui-Folcher, Aristotelis Giannakos, Philippe Fournier-Viger:
Co-location Pattern Mining Under the Spatial Structure Constraint. DEXA (1) 2023: 186-193
[c42]
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Zhi Cheng, Landy Andriamampianina, Franck Ravat, Jiefu Song, Nathalie Vallès-Parlangeau, Philippe Fournier-Viger, Nazha Selmaoui-Folcher:
Mining Frequent Sequential Subgraph Evolutions in Dynamic Attributed Graphs. PAKDD (2) 2023: 66-78
2022
[c41]
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  - conf/ismis/TokotokoGLS22
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Jannaï Tokotoko, Rodrigue Govan, Hugues Lemonnier, Nazha Selmaoui-Folcher:
Multiscale and Multivariate Time Series Clustering: A New Approach. ISMIS 2022: 283-293
2021
[c40]
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  - conf/cibb/ScherrerGQJLBS21
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Romane Scherrer, Rodrigue Govan, Thomas Quiniou, Thierry Jauffrais, Hugues Lemonnier, Sophie Bonnet, Nazha Selmaoui-Folcher:
Real-Time Automatic Plankton Detection, Tracking and Classification on Raw Hologram. CIBB 2021: 25-39
[c39]
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Jannaï Tokotoko, Nazha Selmaoui-Folcher, Rodrigue Govan, Hugues Lemonnier:
TSX-Means: An Optimal K Search Approach for Time Series Clustering. DEXA (2) 2021: 232-238
[c38]
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Romane Scherrer, Erwan Aulnette, Thomas Quiniou, Joël Kasarhérou, Pierre Kolb, Nazha Selmaoui-Folcher:
Détection de Bateaux de Plaisance dans une Marina par Deep Learning. EGC 2021: 47-58
[c37]
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Nazha Selmaoui-Folcher, Jannaï Tokotoko, Samuel Gorohouna, Laisa Roi:
Concept de prétopologie temporelle pour l'analyse des évolutions structurelles. EGC 2021: 119-131
2019
[c36]
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Philippe Fournier-Viger, Chao Cheng, Zhi Cheng, Jerry Chun-Wei Lin, Nazha Selmaoui-Folcher:
Finding Strongly Correlated Trends in Dynamic Attributed Graphs. DaWaK 2019: 250-265
2018
[c35]
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  - conf/f-egc/TokotokoFGHCS18
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Jannaï Tokotoko, Frédéric Flouvat, Claire Goiran, Laetitia Hédouin, Antoine Collin, Nazha Selmaoui-Folcher:
Prétraitement de données spatialement imprécises pour une classification supervisée basée sur les images satellitaires. EGC 2018: 167-178
[c34]
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Jannaï Tokotoko, Frédéric Flouvat, Claire Goiran, Laetitia Hédouin, Antoine Collin, Nazha Selmaoui-Folcher:
Supervised Classification of Satellite Images with Spatially Inaccurate Training Field Data. ICDM Workshops 2018: 1381-1388
2017
[c33]
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  - conf/f-egc/ChengFS17
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Zhi Cheng, Frédéric Flouvat, Nazha Selmaoui-Folcher:
Extraction des évolutions récurrentes dans un unique graphe dynamique attribué. EGC 2017: 105-116
[c32]
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Zhi Cheng, Frédéric Flouvat, Nazha Selmaoui-Folcher:
Mining Recurrent Patterns in a Dynamic Attributed Graph. PAKDD (2) 2017: 631-643
2016
[c31]
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Maxime Collin, Frédéric Flouvat, Nazha Selmaoui-Folcher:
PaTSI: Pattern Mining of Time Series of Satellite Images in Knime. ICDM Workshops 2016: 1292-1295
2015
[c30]
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Nazha Selmaoui-Folcher, Frédéric Flouvat, Chengcheng Mu, Jérémy Sanhes, Jean-François Boulicaut:
Extraction complète efficace de chemins pondérés dans un a-DAG. EGC 2015: 179-190
2014
[c29]
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Frédéric Flouvat, Jérémy Sanhes, Claude Pasquier, Nazha Selmaoui-Folcher, Jean-François Boulicaut:
Improving pattern discovery relevancy by deriving constraints from expert models. ECAI 2014: 327-332
[c28]
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Claude Pasquier, Frédéric Flouvat, Jérémy Sanhes, Nazha Selmaoui-Folcher:
Extraction de motifs dans des graphes orientés attribués en présence d'automorphisme. EGC 2014: 371-382
[c27]
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Pierre-Nicolas Mougel, Frédéric Flouvat, Nazha Selmaoui-Folcher:
Approche par motifs pour l'analyse de données multi-résolution. EGC 2014: 401-406
2013
[c26]
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Claude Pasquier, Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher:
Extraction de motifs fréquents dans des arbres attribués. EGC 2013: 193-204
[c25]
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Jérémy Sanhes, Frédéric Flouvat, Claude Pasquier, Nazha Selmaoui-Folcher, Jean-François Boulicaut:
Extraction de motifs condensés dans un unique graphe orienté acyclique attribué. EGC 2013: 205-216
[c24]
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Pierre-Nicolas Mougel, Nazha Selmaoui-Folcher:
A data mining approach to discover collections of homogeneous regions in satellite image time series. IGARSS 2013: 4360-4363
[c23]
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Jérémy Sanhes, Frédéric Flouvat, Claude Pasquier, Nazha Selmaoui-Folcher, Jean-François Boulicaut:
Weighted Path as a Condensed Pattern in a Single Attributed DAG. IJCAI 2013: 1642-1648
[c22]
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Claude Pasquier, Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher:
Frequent Pattern Mining in Attributed Trees. PAKDD (1) 2013: 26-37
2012
[c21]
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Hugo Alatrista Salas, Sandra Bringay, Frédéric Flouvat, Nazha Selmaoui-Folcher, Maguelonne Teisseire:
Vers une approche efficace d'extraction de motifs spatio-séquentiels. EGC 2012: 201-212
[c20]
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Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher, Jean-François Boulicaut:
Extraction d'arbres spatio-temporels d'itemsets pour le suivi environnemental. EGC 2012: 581-582
[c19]
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Hugo Alatrista Salas, Sandra Bringay, Frédéric Flouvat, Nazha Selmaoui-Folcher, Maguelonne Teisseire:
The Pattern Next Door: Towards Spatio-sequential Pattern Discovery. PAKDD (2) 2012: 157-168
2011
[c18]
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  - conf/dexa/Selmaoui-FolcherF11
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Nazha Selmaoui-Folcher, Frédéric Flouvat:
How to Use "Classical" Tree Mining Algorithms to Find Complex Spatio-Temporal Patterns? DEXA (2) 2011: 107-117
[c17]
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  - conf/f-egc/MabitSF11
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Loïc Mabit, Nazha Selmaoui-Folcher, Frédéric Flouvat:
Modélisation de la dynamique de phénomènes spatio-temporels par des séquences de motifs. EGC 2011: 455-466
[c16]
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Elise Desmier, Frédéric Flouvat, Benoît Stoll, Nazha Selmaoui-Folcher:
Coconut fields classification using data mining on a large database of high-resolution Ikonos images. ICDIM 2011: 48-53
[c15]
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Elise Desmier, Frédéric Flouvat, Dominique Gay, Nazha Selmaoui-Folcher:
A clustering-based visualization of colocation patterns. IDEAS 2011: 70-78
2010
[c14]
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  - conf/f-egc/FlouvatSG10
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Frédéric Flouvat, Nazha Selmaoui-Folcher, Dominique Gay:
Vers une extraction et une visualisation des co-localisations adaptées aux experts. EGC 2010: 441-452
[c13]
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Frédéric Flouvat, Nazha Selmaoui-Folcher, Dominique Gay, Isabelle Rouet, Chloé Grison:
Constrained colocation mining: application to soil erosion characterization. SAC 2010: 1054-1059
2009
[c12]
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Nazha Selmaoui, Dominique Gay, Jean-François Boulicaut:
Construction de descripteurs pour classer à partir d'exemples bruités. EGC 2009: 91-102
[c11]
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  - conf/pakdd/GaySB09
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Dominique Gay, Nazha Selmaoui, Jean-François Boulicaut:
Application-Independent Feature Construction from Noisy Samples. PAKDD 2009: 965-972
2008
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  - conf/dawak/CerfGSB08
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Loïc Cerf, Dominique Gay, Nazha Selmaoui, Jean-François Boulicaut:
A Parameter-Free Associative Classification Method. DaWaK 2008: 293-304
[c9]
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Dominique Gay, Nazha Selmaoui, Jean-François Boulicaut:
Feature Construction Based on Closedness Properties Is Not That Simple. PAKDD 2008: 112-123
2007
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  - conf/icdim/GaySB07
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Dominique Gay, Nazha Selmaoui, Jean-François Boulicaut:
Pattern-based decision tree construction. ICDIM 2007: 291-296
[c7]
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  - electronic edition @ u-tokyo.ac.jp (open access)
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Thomas Quiniou, Nazha Selmaoui, Christine Laporte-Magoni, Michel Allenbach:
Calculation of Bedding Angles Inclination from Drill Core Digital Images. MVA 2007: 252-255
2006
[c6]
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  - conf/dis/SelmaouiLGB06
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Nazha Selmaoui, Claire Leschi, Dominique Gay, Jean-François Boulicaut:
Feature Construction and delta-Free Sets in 0/1 Samples. Discovery Science 2006: 363-367
2005
[c5]
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Nazha Selmaoui:
Algorithm for Crest Detection Based on Graph Contraction. IbPRIA (2) 2005: 303-310
2004
[c4]
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Nazha Selmaoui, Bernard Repetti, Christine Laporte-Magoni, Michel Allenbach:
Image Analysis for Core Geological Descriptions : Strata and Granulometry Detection. ICPR (4) 2004: 305-310
1996
[c3]
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  - conf/ismm/PinaSF96
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Pedro Pina, Nazha Selmaoui, Manuel Amaral Fortes:
Geometrical and Topological Characterization of Cork Cells by Digital Image Analysis. ISMM 1996: 459-466
1995
[c2]
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Emmanuel Piegay, Nazha Selmaoui, Claire Leschi:
Crest Lines Detection by Valleys Spreading. CAIP 1995: 270-277
1993
[c1]
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Nazha Selmaoui, Claire Leschi, Hubert Emptoz:
Crest Lines Detection in Grey Level Images: Studies of Different Approaches and Proposition of a New One. CAIP 1993: 157-164

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2012
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Hugo Alatrista Salas, Jérôme Azé, Sandra Bringay, Flavie Cernesson, Frédéric Flouvat, Nazha Selmaoui-Folcher, Maguelonne Teisseire:
Recherche de séquences spatio-temporelles peu contredites dans des données hydrologiques. Mesurer et évaluer la Qualité des Données et des Connaissances 2012: 165-188

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