Game-based extraction of web users' personality factors for personalization

Rachel Yahel Halfon, Onn Shehory, David G. Schwartz

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The volume of information users are exposed to on the web is overwhelming. To increase effectiveness of information delivery to users, providers employ personalization strategies. In a highly competitive environment, simplistic strategies do not suffice, and high-quality personalization is required. These can be based on users' decision making models. To build such models, we need to extract factors of direct influence on users' decision making. Personality factors are known to have this direct influence. They are stable over time and across situations, and they assist in predicting future behavior of individuals in a scientific way. In this paper, we introduce a novel methodology for extracting users' personality factors without holding any prior information on the users' behavior and, notably, without administering any psychological questionnaires. This allows us to build a designated model for each user or users' group, and in turn facilitates effective personalized information delivery. Copyright is held by the owner/author(s).

Original languageEnglish
Title of host publicationHUMANIZE 2017 - Proceedings of the 2017 ACM Workshop on Theory-Informed User Modeling for Tailoring and Personalizing Interfaces, co-located with IUI 2017
Pages13-25
Number of pages13
ISBN (Electronic)9781450349055
DOIs
StatePublished - 13 Mar 2017
Event1st ACM Workshop on Theory-Informed User Modeling for Tailoring and Personalizing Interfaces, HUMANIZE 2017 - Limassol, Cyprus
Duration: 13 Mar 2017 → …

Publication series

NameHUMANIZE 2017 - Proceedings of the 2017 ACM Workshop on Theory-Informed User Modeling for Tailoring and Personalizing Interfaces, co-located with IUI 2017

Conference

Conference1st ACM Workshop on Theory-Informed User Modeling for Tailoring and Personalizing Interfaces, HUMANIZE 2017
Country/TerritoryCyprus
CityLimassol
Period13/03/17 → …

Keywords

  • Factor extraction
  • Games
  • Personality traits
  • User modeling

All Science Journal Classification (ASJC) codes

  • Software
  • Information Systems and Management
  • Human-Computer Interaction

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