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  • 标题:Probabilistic Description Logics for Subjective Uncertainty
  • 本地全文:下载
  • 作者:Victor Gutierrez-Basulto ; Jean Christoph Jung ; Carsten Lutz
  • 期刊名称:Journal of Artificial Intelligence Research
  • 印刷版ISSN:1076-9757
  • 出版年度:2017
  • 卷号:58
  • 页码:1-66
  • 出版社:American Association of Artificial
  • 摘要:We propose a family of probabilistic description logics (DLs) that are derived in a principled way from Halpern's probabilistic first-order logic. The resulting probabilistic DLs have a two-dimensional semantics similar to temporal DLs and are well-suited for representing subjective probabilities. We carry out a detailed study of reasoning in the new family of logics, concentrating on probabilistic extensions of the DLs ALC and EL, and showing that the complexity ranges from PTime via ExpTime and 2ExpTime to undecidable.
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