• DocumentCode
    2309770
  • Title

    Social Judgment Advisor: An application of the Perceptual Computer

  • Author

    Wu, Dongrui ; Mendel, Jerry M.

  • Author_Institution
    Signal Anal. & Interpretation Lab., Univ. of Southern California, Los Angeles, CA, USA
  • fYear
    2010
  • fDate
    18-23 July 2010
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    The Perceptual Computer (Per-C) is an architecture for making subjective judgments by computing with words. An application of the Per-C to a social judgment is described in this paper. First, a vocabulary is established for the social judgment and its words are modeled by interval type-2 fuzzy sets (IT2 FSs). Surveys are then designed to establish a structure of the rulebase and to obtain a rule-consequent histograms. After pre-processing to remove bad responses and outliers, perceptual reasoning (PR) is used to simplify the rulebase. Once the rulebase is established, PR is also used to infer the output IT2 FSs for new inputs. Finally, the output IT2 FSs are mapped back into words in the codebook using a similarity measure. So, from a user´s point of view, he or she is interacting with the Per-C using only words from a vocabulary. The techniques introduced in this paper should be applicable to many rule-based decision-making situations.
  • Keywords
    computational linguistics; decision making; fuzzy set theory; inference mechanisms; knowledge based systems; vocabulary; IT2 FS; Per-C; interval type-2 fuzzy sets; perceptual computer; perceptual reasoning; rule-based decision-making situations; rule-consequent histograms; rulebase; similarity measure; social judgment advisor; vocabulary; Data processing; Decoding; Engines; Frequency selective surfaces; Histograms; Uncertainty; Vocabulary;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1098-7584
  • Print_ISBN
    978-1-4244-6919-2
  • Type

    conf

  • DOI
    10.1109/FUZZY.2010.5584488
  • Filename
    5584488