• DocumentCode
    1395834
  • Title

    Properties of Possibilistic String Comparison

  • Author

    Bronselaer, Antoon ; Tré, Guy De

  • Author_Institution
    Dept. of Telecommun. & Inf. Process., Ghent Univ., Ghent, Belgium
  • Volume
    18
  • Issue
    2
  • fYear
    2010
  • fDate
    4/1/2010 12:00:00 AM
  • Firstpage
    312
  • Lastpage
    325
  • Abstract
    The problem of detecting coreferent objects of arbitrary complexity is a challenging topic in current research. A possibilistic solution for this problem is to treat it as an uncertain Boolean problem. This means that two objects are either coreferent or not (i.e., a Boolean matter), but uncertainty about this decision must be dealt with. An operator that determines the uncertainty about the coreference of two objects is called an evaluator. When we deal with structured objects, decomposition into attributes (i.e., atomic subobjects) allows the definition of evaluators on well-known subdomains. This paper proceeds previous research on evaluators for strings, which is a widely used data type for attributes. First of all, the Sugeno integral based on the framework of conditional necessity is shown to be related to the existing technique. More specifically, a special case of this Sugeno integral is equivalent to regular conjunction of transformed possibilistic truth values, which is used by existing evaluators for strings. As a consequence, a subfamily of the existing evaluator is obtained for strings. This subfamily is shown to satisfy several interesting properties, which are used to construct an efficient optimization algorithm for string evaluators. Next, the use of a frequency filter is investigated. Finally, novel and advanced techniques like interlevel-information exchange and the use of multiple quantifiers are defined and investigated. A series of tests on diverse datasets shows the high accuracy and robustness of the approach that is introduced in this paper.
  • Keywords
    Boolean functions; data handling; uncertain systems; Sugeno integral; arbitrary complexity; atomic subobjects; coreferent object detection; frequency filter; interlevel-information exchange; multiple quantifiers; possibilistic string comparison; possibilistic truth values; uncertain Boolean problem; Coreference detection; possibility theory; strings;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/TFUZZ.2010.2041353
  • Filename
    5398899