W. M. Aalst, . Van-der, B. F. Dongen, . Van, J. Herbst et al., Workflow mining: A survey of issues and approaches, Data & Knowledge Engineering, vol.47, issue.2, pp.237-267, 2003.
DOI : 10.1016/S0169-023X(03)00066-1

R. Agrawal and R. Srikant, Fast algorithm for mining association rules, Proceedings of the 20th conference on very large data bases (VLDB'94), pp.487-499, 1994.

W. B. Arthur, J. H. Holland, B. Lebaron, R. Palmer, and P. Tayler, Asset Pricing Under Endogenous Expectations in an Artificial Stock Market, SSRN Electronic Journal, vol.26, pp.297-330, 1997.
DOI : 10.2139/ssrn.2252

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.128.2902

Z. Barutcuoglu, R. E. Schapire, and O. G. Troyanskaya, Hierarchical multi-label prediction of gene function, Bioinformatics, vol.22, issue.7, pp.830-836, 2006.
DOI : 10.1093/bioinformatics/btk048

R. Beaudouin, G. Monod, and V. Ginot, Selecting parameters for calibration via sensitivity analysis: An individual-based model of mosquitofish population dynamics, Ecological Modelling, vol.218, issue.1-2, pp.29-48, 2008.
DOI : 10.1016/j.ecolmodel.2008.06.033

R. A. Becker, J. M. Chambers, and A. R. Wilks, The New S Language., Biometrics, vol.45, issue.2, 1988.
DOI : 10.2307/2531523

E. Bonabeau, Agent-based modeling: Methods and techniques for simulating human systems, Proceedings of the National Academy of Sciences, vol.32, issue.6803, pp.7280-7287, 2002.
DOI : 10.1016/S1389-1286(00)00026-8

URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC128598

F. Bousquet, L. Page, and C. , Multi-agent simulations and ecosystem management: a review, Ecological Modelling, vol.176, pp.3-4, 2004.

O. Brandouy, P. Mathieu, and I. Veryzhenko, On the Design of Agent-Based Artificial Stock Markets, Agents and artificial intelligence, pp.350-364, 2013.
DOI : 10.1007/978-3-642-29966-7_23

URL : https://hal.archives-ouvertes.fr/hal-00826419

P. Caillou and J. Gil-quijano, Description automatique de dynamiques de groupes dans des simulations à base d'agents, Actes des 20èmes journées francophones sur les systèmes multi-agents (JFSMA'12), pp.23-32, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00738184

L. Cavique, A scalable algorithm for the market basket analysis, Journal of Retailing and Consumer Services, vol.14, issue.6, 2007.
DOI : 10.1016/j.jretconser.2007.02.003

S. Choi, S. Cha, and C. C. Tappert, A survey of binary similarity and distance measures, Journal of Systemics, Cybernetics and Informatics, vol.8, issue.1, pp.43-48, 2010.

C. Cumby, A. Fano, R. Ghani, and M. Krema, Predicting customer shopping lists from pointof-sale purchase data, Proceedings of the 10th international conference on knowledge discovery and data mining, pp.402-409, 2004.
DOI : 10.1145/1014052.1014098

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.58.5193

L. R. Dice, Measures of the Amount of Ecologic Association Between Species, Ecology, vol.26, issue.3, pp.297-302, 1945.
DOI : 10.2307/1932409

G. Fibich and R. Gibori, Aggregate Diffusion Dynamics in Agent-Based Models with a Spatial Structure, Operations Research, vol.58, issue.5, pp.1450-1468, 2010.
DOI : 10.1287/opre.1100.0818

J. J. Gibson, The ecological approach to visual perception Hillsdale, 1979.

P. Jaccard, Étude comparative de la distribution florale dans une portion des alpes et du jura, Bulletin de la Société Vaudoise des Sciences Naturelles, vol.37, pp.547-579, 1901.

Y. Kubera, P. Mathieu, and S. Picault, Everything can be agent! In Proceedings of the ninth international joint conference on autonomous agents and multi-agent systems (AA- MAS'2010), Consulté sur http, pp.1547-1548, 2010.

Y. Kubera, P. Mathieu, and S. Picault, An Interaction-Oriented Model of Customer Behavior for the Simulation of Supermarkets, 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology, pp.407-410, 2010.
DOI : 10.1109/WI-IAT.2010.84

URL : https://hal.archives-ouvertes.fr/hal-00826396

Y. Kubera, P. Mathieu, and S. Picault, IODA: an interaction-oriented approach for multi-agent based simulations, Autonomous Agents and Multi-Agent Systems, vol.26, issue.1, pp.1-41, 2011.
DOI : 10.1145/174666.174668

URL : https://hal.archives-ouvertes.fr/hal-00825534

B. Lacroix, P. Mathieu, and A. Kemeny, Formalizing the construction of populations in multi-agent simulations, Engineering Applications of Artificial Intelligence, vol.26, issue.1, pp.211-226, 2013.
DOI : 10.1016/j.engappai.2012.05.011

URL : https://hal.archives-ouvertes.fr/hal-00825538

P. Langfelder and S. Horvath, Fast R functions for robust correlations and hierarchical clustering, Journal of Statistical Software, vol.46, issue.11, pp.1-17, 2012.
DOI : 10.18637/jss.v046.i11

URL : http://doi.org/10.18637/jss.v046.i11

P. Mathieu, D. Panzoli, and S. Picault, Virtual Customers in a Multiagent Training Application, In Transactions on edutainment IX, vol.7544, pp.97-114, 2013.
DOI : 10.1007/978-3-642-37042-7_6

URL : https://hal.archives-ouvertes.fr/hal-00826443

P. Mathieu and S. Picault, Des données aux agents : la simulation réaliste de populations diversifiées de clients, Actes des 21e journées francophones sur les systèmes multi-agents (JFSMA'2013), pp.41-50, 2013.

D. Mladeni´cmladeni´c, W. F. Eddy, and S. Ziolko, Exploratory analysis of retail sales of billions of items, Frontiers in data mining and bioinformatics. the 33rd symposium on the interface of computing science and statistics, 2001.

R. Narain, A. Golas, S. Curtis, and M. C. Lin, Aggregate dynamics for dense crowd simulation, ACM Transactions on Graphics, vol.28, issue.5, pp.1221-1228, 2009.
DOI : 10.1145/1661412.1618468

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.183.3000

A. Ochiai, Zoogeographical Studies on the Soleoid Fishes Found in Japan and its Neighhouring Regions-II, NIPPON SUISAN GAKKAISHI, vol.22, issue.9, pp.526-530, 1957.
DOI : 10.2331/suisan.22.526

S. C. Roberts and J. D. Lee, Using agent-based modeling to predict the diffusion of safe teenage driving behavior through an online social network, Proceedings of the human factors and ergonomics society annual meeting, pp.2271-2275, 2012.
DOI : 10.1037/e572172013-470

V. Rodin, G. Querrec, P. Ballet, F. Bataille, G. Desmeulles et al., Multi-Agents System to Model Cell Signalling by Using Fuzzy Cognitive Maps. Application to Computer Simulation of Multiple Myeloma, 2009 Ninth IEEE International Conference on Bioinformatics and BioEngineering, pp.236-241, 2009.
DOI : 10.1109/BIBE.2009.23

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.519.2808

P. J. Rousseeuw, Silhouettes: A graphical aid to the interpretation and validation of cluster analysis, Journal of Computational and Applied Mathematics, vol.20, pp.53-65, 1987.
DOI : 10.1016/0377-0427(87)90125-7

A. Schwaiger and B. Stahmer, SimMarket: Multiagent-Based Customer Simulation and Decision Support for Category Management, Proceedings of MATES 2003: Multiagent system technologies, pp.74-84, 2003.
DOI : 10.1007/978-3-540-39869-1_7

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.5.7683

W. Shao and D. Terzopoulos, Autonomous pedestrians, Graphical Models, vol.69, pp.5-6, 2007.
DOI : 10.1016/j.gmod.2007.09.001

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.127.3352

P. Sheth-voss and I. E. Carreras, How informative is your segmentation? a simple new metric yields surprising results, Marketing Research, pp.9-13, 2010.

P. Siebers, U. Aickelin, H. Celia, and C. W. Clegg, Using intelligent agents to understand management practices and retail productivity, 2007 Winter Simulation Conference, pp.2212-2220, 2007.
DOI : 10.1109/WSC.2007.4419856

URL : http://arxiv.org/abs/0803.1604

J. Torrel, C. Lattaud, and J. Heudin, Complex systems in cosmologyThe Antennae" case study, Complex, vol.2, pp.1887-1897, 2009.
DOI : 10.1007/978-3-642-02469-6_65

A. Troisi, V. Wong, and M. A. Ratner, From The Cover: An agent-based approach for modeling molecular self-organization, Proceedings of the National Academy of Sciences, vol.24, issue.8, pp.255-260, 2005.
DOI : 10.1002/jcc.10249

G. Tsoumakas and I. Katakis, Multi-Label Classification, International Journal of Data Warehousing and Mining, vol.3, issue.3, pp.1-13, 2007.
DOI : 10.4018/jdwm.2007070101

T. Zhang and D. Zhang, Agent-based simulation of consumer purchase decision-making and the decoy effect, Journal of Business Research, vol.60, issue.8, pp.912-922, 2007.
DOI : 10.1016/j.jbusres.2007.02.006