Hierarchical document signature: A specialized application of fuzzy signature for document computing

Sukanya Manna*, B. Sumudu Udaya Mendis, Tom Gedeon

*Corresponding author for this work

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

    5 Citations (Scopus)

    Abstract

    We develop document computing procedures for the analysis of discourse structures within a document, represented by hierarchical document signatures. A signature is a string of data characterizing a certain case (e.g. characteristics of a sentence in case of a document). The place of the individual data is fixed within the string, it holds a local value semantics. Fuzzy granulation is a semantic background technique for all kinds of information which originates from human estimation or recorded by human valuation of numerical data. For analysis of such data the development of special procedures is suggested, different from the usual statistical methods. We used a form of fuzzy signature, called hierarchical document signature to modularize an unstructured document in a hierarchical manner, from Document level to sentence level, sentence level to attribute level and then to word level. We used occurrence of words as the information of the lowest module to find the similarity among the next higher module by aggregating the signature values giving sentence pair coherence.

    Original languageEnglish
    Title of host publication2009 IEEE International Conference on Fuzzy Systems - Proceedings
    Pages1083-1088
    Number of pages6
    DOIs
    Publication statusPublished - 2009
    Event2009 IEEE International Conference on Fuzzy Systems - Jeju Island, Korea, Republic of
    Duration: 20 Aug 200924 Aug 2009

    Publication series

    NameIEEE International Conference on Fuzzy Systems
    ISSN (Print)1098-7584

    Conference

    Conference2009 IEEE International Conference on Fuzzy Systems
    Country/TerritoryKorea, Republic of
    CityJeju Island
    Period20/08/0924/08/09

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