首页    期刊浏览 2024年10月06日 星期日
登录注册

文章基本信息

  • 标题:Representation and Reasoning with Probabilistic TCP-nets
  • 本地全文:下载
  • 作者:Sultan Ahmed ; Malek Mouhoub
  • 期刊名称:Computer and Information Science
  • 印刷版ISSN:1913-8989
  • 电子版ISSN:1913-8997
  • 出版年度:2018
  • 卷号:11
  • 期号:4
  • 页码:9
  • DOI:10.5539/cis.v11n4p9
  • 出版社:Canadian Center of Science and Education
  • 摘要:TCP-nets are graphical tools for modeling user's preference and relative importance statements. We propose the Prob-abilistic TCP-net (PTCP-net) model that can aggregate a set of TCP-nets, in a compact form, sharing the same set of variables and their domains but having different preference and relative importance statements. In particular, the PTCP-net is able to aggregate the choices of multiple users such as, in recommender systems. The PTCP-net can also be seen as an extension of the TCP-net with uncertainty on preference and relative importance statements. We adopt the Bayesian Network as the reasoning tool for PTCP-nets especially when answering the following two queries (1) finding the most probable TCP-net and (2) finding the most probable optimal outcome. We also show that the PTCP-net is applicable in collaborative filtering type recommender systems.
国家哲学社会科学文献中心版权所有