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Estimating importance of implicit factors in E-commerce recommender systems

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F13%3A10192563" target="_blank" >RIV/00216208:11320/13:10192563 - isvavai.cz</a>

  • Result on the web

    <a href="http://dl.acm.org/citation.cfm?id=2254205" target="_blank" >http://dl.acm.org/citation.cfm?id=2254205</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1145/2254129.2254205" target="_blank" >10.1145/2254129.2254205</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Estimating importance of implicit factors in E-commerce recommender systems

  • Original language description

    In this paper, we discuss the importance of different types of implicit user feedback for creating useful recommendations on an e-commerce website. Each website user may provide us with many different types of implicit feedback and it is difficult to decide which one to use for recommendations. If our recommendation algorithm support using more implicit factors, we should also consider importance and "added value" of each factor. We have identified several widely used implicit factors and conducted realuser online testing in order to compare their usefulness for recommending algorithms. We have also proposed some combinations of implicit factors and a test, to see if they improve recommendation performance in comparison with the single factor ones.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2013

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics

  • ISBN

    978-1-4503-0915-8

  • ISSN

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

    1-4

  • Publisher name

    ACM

  • Place of publication

    New York, NY, USA

  • Event location

    Craiova, Romania

  • Event date

    Jun 13, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article