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Collaborative filtering technique for web service recommendation based on user-operation combination

  • CNRS UMR 5157 SAMOVAR

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionContribution à une conférenceRevue par des pairs

15 Citations (Scopus)

Résumé

The tremendous growth in the amount of available web services impulses many researchers on proposing recommender systems to help users discover services. Most of the proposed solutions analyzed query strings and web service descriptions to generate recommendations. However, these text-based recommendation approaches depend mainly on user's perspective, languages and notations which easily decrease recommendation's efficiency. In this paper, we present our approach in which we take into account historical usage data instead of the text based analysis. We apply collaborative filtering technique on user's interactions. We propose and implement three algorithms based on Vector Space Model to validate our approach. We also provide evaluation methods based on the precision, recall and root mean square error in order to compare and assert the efficiency of our algorithms.

langue originaleAnglais
titreOn the Move to Meaningful Internet Systems, OTM 2010 - Confederated International Conferences
Sous-titreCoopIS, IS, DOA and ODBASE, Proceedings
Pages222-239
Nombre de pages18
EditionPART 1
Les DOIs
étatPublié - 20 déc. 2010
Evénement9th Confederated International Conferences on On the Move to Meaningful Internet Systems, OTM 2010: CoopIS 2010, IS 2010, DOA 2010 and ODBASE 2010 - Crete, Grcce
Durée: 25 janv. 201029 janv. 2010

Série de publications

NomLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
nombrePART 1
Volume6426 LNCS
ISSN (imprimé)0302-9743
ISSN (Electronique)1611-3349

Une conférence

Une conférence9th Confederated International Conferences on On the Move to Meaningful Internet Systems, OTM 2010: CoopIS 2010, IS 2010, DOA 2010 and ODBASE 2010
Pays/TerritoireGrcce
La villeCrete
période25/01/1029/01/10

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