Cold-start recommender system problem within a multidimensional data warehouse
Negre, Elsa; Ravat, Franck; Teste, Olivier; Tournier, Ronan (2013), Cold-start recommender system problem within a multidimensional data warehouse, 2013 IEEE Seventh International Conference on Research Challenges in Information Science (RCIS), IEEE : Piscataway, NJ, p. 1-8. 10.1109/RCIS.2013.6577714
Type
Communication / ConférenceExternal document link
http://oatao.univ-toulouse.fr/12619/Date
2013Conference title
Seventh International Conference on Research Challenges in Information Science (RCIS 2013)Conference date
2015-05Conference city
ParisConference country
FranceBook title
2013 IEEE Seventh International Conference on Research Challenges in Information Science (RCIS)Publisher
IEEE
Published in
Piscataway, NJ
ISBN
978-1-4673-2914-9
Pages
1-8
Publication identifier
Metadata
Show full item recordAuthor(s)
Negre, ElsaLaboratoire d'analyse et modélisation de systèmes pour l'aide à la décision [LAMSADE]
Ravat, Franck

Institut de recherche en informatique de Toulouse [IRIT]
Teste, Olivier

Institut de recherche en informatique de Toulouse [IRIT]
Tournier, Ronan

Institut de recherche en informatique de Toulouse [IRIT]
Abstract (EN)
Data warehouses store large volumes of consolidated and historized multidimensional data for analysis and exploration by decision-makers. Exploring data is an incremental OLAP (On-Line Analytical Processing) query process for searching relevant information in a dataset. In order to ease user exploration, recommender systems are used. However when facing a new system, such recommendations do not operate anymore. This is known as the cold-start problem. In this paper, we provide recommendations to the user while facing this cold-start problem in a new system. This is done by patternizing OLAP queries. Our process is composed of four steps: patternizing queries, predicting candidate operations, computing candidate recommendations and ranking these recommendations.Subjects / Keywords
Recommender systemRelated items
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