Willkommen, schön sind Sie da!
Logo Ex Libris

Social Web Artifacts for Boosting Recommenders

  • Fester Einband
  • 187 Seiten
Recommender systems, software programs that learn from human behavior and make predictions of what products we are expected to app... Weiterlesen
CHF 202.00
Print on demand - Exemplar wird für Sie besorgt.

Beschreibung

Recommender systems, software programs that learn from human behavior and make predictions of what products we are expected to appreciate and purchase, have become an integral part of our everyday life. They proliferate across electronic commerce around the globe and exist for virtually all sorts of consumable goods, such as books, movies, music, or clothes. At the same time, a new evolution on the Web has started to take shape, commonly known as the "Web 2.0" or the "Social Web": Consumer-generated media has become rife, social networks have emerged and are pulling significant shares of Web traffic. In line with these developments, novel information and knowledge artifacts have become readily available on the Web, created by the collective effort of millions of people. This textbook presents approaches to exploit the new Social Web fountain of knowledge, zeroing in first and foremost on two of those information artifacts, namely classification taxonomies and trust networks. These two are used to improve the performance of product-focused recommender systems: While classification taxonomies are appropriate means to fight the sparsity problem prevalent in many productive recommender systems, interpersonal trust ties - when used as proxies for interest similarity - are able to mitigate the recommenders' scalability problem.

Inhalt

Part I Laying Foundations.- Part II Use of Taxonomic Knowledge.- Part III Social Ties and Trust.- Part IV Amalgamating Taxonomies and Trust.

Produktinformationen

Titel: Social Web Artifacts for Boosting Recommenders
Untertitel: Theory and Implementation
Autor:
EAN: 9783319005263
ISBN: 978-3-319-00526-3
Format: Fester Einband
Genre: Technik
Anzahl Seiten: 187
Gewicht: 450g
Größe: H18mm x B244mm x T159mm
Jahr: 2013
Auflage: 2013
Zuletzt angesehen
Verlauf löschen