Workshop proceedings: CBRecSys 2014. Workshop on New Trends in Content-based Recommender Systems

Toine Bogers (Redaktør), Marijn Koolen (Redaktør), Ivan Cantádor (Redaktør)

Publikation: Bog/antologi/afhandling/rapportAntologiForskningpeer review

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Abstrakt

While content-based recommendation has been applied successfully in many different domains, it has not seen the same level of attention as collaborative filtering techniques have. In recent years, competitions like the Netflix Prize, CAMRA, and the Yahoo! Music KDD Cup 2011 have spurred on advances in collaborative filtering and how to utilize ratings and usage data. However, there are many domains where content and metadata play a key role, either in addition to or instead of ratings and implicit usage data. For some domains, such as movies the relationship between content and usage data has seen thorough investigation already, but for many other domains, such as books, news, scientific articles, and Web pages we do not know if and how these data sources should be combined to provided the best recommendation performance.

The CBRecSys 2014 workshop aims to address this by providing a dedicated venue for papers dedicated to all aspects of content-based recommendation. We issued a Call for Papers asking for submissions of novel research papers (both long and short) addressing recommendation in do- mains where textual content is abundant (e.g., books, news, scientific articles, jobs, educational resources, Web pages, etc.) as well as dedicated comparisons of content-based techniques with collaborative filtering in different domains. Other relevant topics included opinion mining for text/book recommendation, semantic recommendation, content-based recommendation to allevi- ate cold-start problems, as well as serendipity, diversity and cross-domain recommendation.
OriginalsprogEngelsk
ForlagCEUR Workshop Proceedings
Antal sider74
StatusUdgivet - 6 okt. 2014
BegivenhedCBRecSys 2014: Workshop on New Trends in Content-based Recommender Systems - Crowne Plaza hotel, Foster City, CA, USA
Varighed: 6 okt. 20146 okt. 2014
NavnCEUR Workshop Proceedings
Vol/bind1245
ISSN1613-0073

Konference

KonferenceCBRecSys 2014
LokationCrowne Plaza hotel
LandUSA
ByFoster City, CA
Periode06/10/201406/10/2014

Fingeraftryk

Dyk ned i forskningsemnerne om 'Workshop proceedings: CBRecSys 2014. Workshop on New Trends in Content-based Recommender Systems'. Sammen danner de et unikt fingeraftryk.
  • RecSys 2014

    Toine Bogers (Deltager)

    6 okt. 201410 okt. 2014

    Aktivitet: Deltagelse i faglig begivenhedOrganisering af eller deltagelse i konference

  • CBRecSys 2014

    Toine Bogers (Arrangør)

    6 okt. 2014

    Aktivitet: Deltagelse i faglig begivenhedOrganisering af eller deltagelse i konference

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