Hierarchical document signature: A specialized application of fuzzy signature for document computing
| dc.contributor.author | Manna, Sukanya | |
| dc.contributor.author | Mendis, B Sumudu | |
| dc.contributor.author | Gedeon, Tamas (Tom) | |
| dc.coverage.spatial | Jeju Island Korea | |
| dc.date.accessioned | 2015-12-10T22:21:59Z | |
| dc.date.created | August 20-24 2009 | |
| dc.date.issued | 2009 | |
| dc.date.updated | 2016-02-24T10:17:29Z | |
| dc.description.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. | |
| dc.identifier.isbn | 9781424435975 | |
| dc.identifier.uri | http://hdl.handle.net/1885/52450 | |
| dc.publisher | Institute of Electrical and Electronics Engineers (IEEE Inc) | |
| dc.relation.ispartofseries | IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2009) | |
| dc.source | Proceedings of the 18th international conference on Fuzzy Systems | |
| dc.source.uri | http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=05277102 | |
| dc.subject | Keywords: Attribute levels; Data characterizing; Discourse structure; Fuzzy granulation; Fuzzy measures; Fuzzy signatures; Hierarchical document; Numerical data; Sentence level; Sentence similarity; Unstructured documents; Vector valued; Word level; Computer scienc Aggregation; Document signature; Fuzzy measure; Fuzzy signatures; Sentence similarity; Vector valued fuzzy set | |
| dc.title | Hierarchical document signature: A specialized application of fuzzy signature for document computing | |
| dc.type | Conference paper | |
| local.bibliographicCitation.lastpage | 1088 | |
| local.bibliographicCitation.startpage | 1083 | |
| local.contributor.affiliation | Manna, Sukanya, College of Engineering and Computer Science, ANU | |
| local.contributor.affiliation | Mendis, B Sumudu, College of Engineering and Computer Science, ANU | |
| local.contributor.affiliation | Gedeon, Tamas (Tom), College of Engineering and Computer Science, ANU | |
| local.contributor.authoruid | Manna, Sukanya, u4321410 | |
| local.contributor.authoruid | Mendis, B Sumudu, u4135721 | |
| local.contributor.authoruid | Gedeon, Tamas (Tom), u4088783 | |
| local.description.embargo | 2037-12-31 | |
| local.description.notes | Imported from ARIES | |
| local.description.refereed | Yes | |
| local.identifier.absfor | 080704 - Information Retrieval and Web Search | |
| local.identifier.ariespublication | u3594520xPUB247 | |
| local.identifier.doi | 10.1109/FUZZY.2009.5277054 | |
| local.identifier.scopusID | 2-s2.0-71249139807 | |
| local.type.status | Published Version |
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