Designing a Web-based Testing Tool for Multi-Criteria Recommender Systems.
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| Title: | Designing a Web-based Testing Tool for Multi-Criteria Recommender Systems. |
|---|---|
| Authors: | Manouselis, Nikos G.1 nikosm@aua.gr, Costopoulou, Consatantina I.1 tina@aua.gr |
| Source: | Engineering Letters. 2006, Vol. 13 Issue 4, p417-427. 11p. |
| Subjects: | Computer simulation, Unified modeling language, Application software, Filtering software, World Wide Web |
| Abstract: | A plethora of real-life applications of recommender systems in the Web exists. These systems help users to deal with information overload, by providing personalized recommendations regarding online content and services. Due to the dynamic and changing parameters of the various application contexts, careful testing and parameterization has to be carried out before a recommender system is finally deployed in a real setting. This paper proposes a Web-based tool that allows for simulated testing of a special class of multi-criteria recommender systems, namely multi-attribute collaborative filtering systems. More specifically, it introduces a number of collaborative filtering algorithms that are based on Multi-Attribute Utility Theory (MAUT), and presents the design and implementation of a Web-based tool termed as the Collaborative Filtering Simulator (CollaFiS), which may be used for their simulated testing. The specification of CollaFiS is described using the Unified Modelling Language (UML). In addition, a characteristic scenario of the CollaFiS usage is illustrated. [ABSTRACT FROM AUTHOR] |
| Copyright of Engineering Letters is the property of International Association of Engineers (IAENG) and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 24035599 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Designing a Web-based Testing Tool for Multi-Criteria Recommender Systems. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Manouselis%2C+Nikos+G%2E%22">Manouselis, Nikos G.</searchLink><relatesTo>1</relatesTo><i> nikosm@aua.gr</i><br /><searchLink fieldCode="AR" term="%22Costopoulou%2C+Consatantina+I%2E%22">Costopoulou, Consatantina I.</searchLink><relatesTo>1</relatesTo><i> tina@aua.gr</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Engineering+Letters%22">Engineering Letters</searchLink>. 2006, Vol. 13 Issue 4, p417-427. 11p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Computer+simulation%22">Computer simulation</searchLink><br /><searchLink fieldCode="DE" term="%22Unified+modeling+language%22">Unified modeling language</searchLink><br /><searchLink fieldCode="DE" term="%22Application+software%22">Application software</searchLink><br /><searchLink fieldCode="DE" term="%22Filtering+software%22">Filtering software</searchLink><br /><searchLink fieldCode="DE" term="%22World+Wide+Web%22">World Wide Web</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: A plethora of real-life applications of recommender systems in the Web exists. These systems help users to deal with information overload, by providing personalized recommendations regarding online content and services. Due to the dynamic and changing parameters of the various application contexts, careful testing and parameterization has to be carried out before a recommender system is finally deployed in a real setting. This paper proposes a Web-based tool that allows for simulated testing of a special class of multi-criteria recommender systems, namely multi-attribute collaborative filtering systems. More specifically, it introduces a number of collaborative filtering algorithms that are based on Multi-Attribute Utility Theory (MAUT), and presents the design and implementation of a Web-based tool termed as the Collaborative Filtering Simulator (CollaFiS), which may be used for their simulated testing. The specification of CollaFiS is described using the Unified Modelling Language (UML). In addition, a characteristic scenario of the CollaFiS usage is illustrated. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Engineering Letters is the property of International Association of Engineers (IAENG) and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 11 StartPage: 417 Subjects: – SubjectFull: Computer simulation Type: general – SubjectFull: Unified modeling language Type: general – SubjectFull: Application software Type: general – SubjectFull: Filtering software Type: general – SubjectFull: World Wide Web Type: general Titles: – TitleFull: Designing a Web-based Testing Tool for Multi-Criteria Recommender Systems. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Manouselis, Nikos G. – PersonEntity: Name: NameFull: Costopoulou, Consatantina I. IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 12 Text: 2006 Type: published Y: 2006 Identifiers: – Type: issn-print Value: 1816093X Numbering: – Type: volume Value: 13 – Type: issue Value: 4 Titles: – TitleFull: Engineering Letters Type: main |
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