OLAP. Data Mining Decision

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1 Machine Learning Information Systems Data Warehouses Web & Cloud Intelligence OLAP Knowledge Management Data Mining Decision ENTREPÔTS, REPRÉSENTATION & INGÉNIERIE des CONNAISSANCES

2 A multidisciplinary research... Decision Multicriteria aggregation Uncertain environments Knowledge On-line analytical processing (OLAP) Personalization Reinjection Machine learning Graph mining, Opinion mining Data mining Multidimensional modeling Security Internal ISs Documents Data warehouse DBs Social media and networks COMPLEX DATA Data integration s Web Cloud From data to decision

3 ... with close ties to humanities and social sciences Research team (EA 3083) accredited by the French Ministry of Higher Education and Research Research Domain : Business intelligence and decision ERIC s ID card Home universities : Lyon 1 (Sciences - Health) Lyon 2 (Humanities - Social Sciences) Member of the Institut des Sciences de l Homme Research at ERIC aims at extracting value from huge, complex databases, especially in the fields of humanities and social sciences. La Saône La Croix-Rousse Fourvière Le Rhône Gerland Caluire et Cuire Parc Tête d Or La Part-Dieu LYON Villeurbanne Parc Bron - Parilly Bron ERIC s fields of expertise include issues related to modeling and managing complex data warehouses, mining heterogeneous, massive and little-structured data, and decision-support processes. St-Fons Venissieux

4 Two research teams The DIS team s research mainly focuses on complex data (texts, social networks, Web data...) warehousing and on-line analysis processing (OLAP) in various domains. The team aims at designing new warehouse models that are user-centric, efficient and secure. For this sake, we rest on methods from the fields of databases, data mining, information retrieval and service technologies at all levels of the warehousing process: data integration (ETL), multidimensional modeling and OLAP. The main topics we address are text data warehouses, social OLAP and personalization. Moreover, to devise solutions to big data storage and analysis issues, the team investigates business intelligence in the cloud (cloud analytics), including NoSQL databases and on-demand OLAP. DATA WAREHOUSES CLOUD COMPUTING cryptography XML data warehouses Benchmarks complex documents security recommendation NoSQL security olap D COMPLEx data DATA recommendation BIG data data integration cryptography ETL big data olap security BENCHMARKS NoSQL personalization multidimensional modeling I Social networks cloud big data XML performance data warehouses documents XML computing olap performance S cryptography security SOCIAL networks multidimensional olap modeling Decision-support Information System (DIS) Team manager : Fadila BENTAYEB

5 The DMD team s objective is to design new systems, models and algorithms for complex data mining and decision support. Complex data are heterogeneous, diversely structured, voluminous, imprecise and dynamic. decision - making communities machine WEB learning opinions decision - making COMPLEX data social media graphs data mining statistics D social media texts COMPLEX data texts artificial intelligence multiobjective optimization multicriteria aggregation uncertainty data mining social statistics media association opinionsd rules multicriteria aggregation graphs uncertainty machine learning decision - making M WEB opinions communities clustering multiobjective optimization machine learning artificial intelligence WEB graphs association rules texts clustering statistics multicriteria aggregation data mining To manipulate such data, the team rests on approaches from the fields of statistics and artificial intelligence: information retrieval, machine learning, multicriteria aggregation, reasoning in uncertainty, etc. We aim to output both theoretical results and practical applications. For instance, let us cite ranking comparisons, medical image reconstruction, sentiment analysis and social media mining. Data Mining & Decision (DMD) Team manager : Julien VELCIN

6 A proven expertise Consulting Industrial valorization, Technological transfer R&D internships and theses ENTREPÔTS, REPRÉSENTATION & INGÉNIERIE des CONNAISSANCES National and international academic and R&D projects Partenaire du projet ANR Imagiweb

7 National and international collaborations Paris - LIP6, LRI, ETIS Montpellier - LIRMM Grenoble - LIG Rennes - IRISA Clermont-Ferrand - LIMOS, IRSTEA Toulouse- IRIT, IMT University of Quebec University of Oklahoma University of Tunis University of Aalborg National University in Economy of Kharkov University of Tondji University Hassan 1er Settat University of Montevideo NICTA Sydney University of Fianarantsoa

8 ENTREPÔTS, REPRÉSENTATION & INGÉNIERIE des CONNAISSANCES ERIC Lab Director : Jérôme DARMONT [email protected] Vice-Director : Stéphane BONNEVAY [email protected] Contact:Université Lyon 2-5 avenue Pierre Mendès-France Bron Cedex - FRANCE Phone: Fax : [email protected]