• DocumentCode
    1621730
  • Title

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

  • Author

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

  • Author_Institution
    Sch. of Comput. Sci., Australian Nat. Univ., Canberra, ACT, Australia
  • fYear
    2009
  • Firstpage
    1083
  • Lastpage
    1088
  • 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.
  • Keywords
    data analysis; document handling; fuzzy set theory; statistical analysis; discourse structure; document computing; fuzzy signature; hierarchical document signature; human estimation; semantic background technique; statistical method; Application software; Computational linguistics; Computer science; Cost accounting; Data analysis; Filtering; Fuzzy sets; Humans; Statistical analysis; Text analysis; aggregation; document signature; fuzzy measure; fuzzy signatures; sentence similarity; vector valued fuzzy set;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2009. FUZZ-IEEE 2009. IEEE International Conference on
  • Conference_Location
    Jeju Island
  • ISSN
    1098-7584
  • Print_ISBN
    978-1-4244-3596-8
  • Electronic_ISBN
    1098-7584
  • Type

    conf

  • DOI
    10.1109/FUZZY.2009.5277054
  • Filename
    5277054