Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic
| Main Author: | |
|---|---|
| Publication Date: | 2012 |
| Other Authors: | |
| Format: | Conference object |
| Language: | eng |
| Source: | Repositório Institucional da UNESP |
| Download full: | http://hdl.handle.net/11449/117831 |
Summary: | This paper reports a research to evaluate the potential and the effects of use of annotated Paraconsistent logic in automatic indexing. This logic attempts to deal with contradictions, concerned with studying and developing inconsistency-tolerant systems of logic. This logic, being flexible and containing logical states that go beyond the dichotomies yes and no, permits to advance the hypothesis that the results of indexing could be better than those obtained by traditional methods. Interactions between different disciplines, as information retrieval, automatic indexing, information visualization, and nonclassical logics were considered in this research. From the methodological point of view, an algorithm for treatment of uncertainty and imprecision, developed under the Paraconsistent logic, was used to modify the values of the weights assigned to indexing terms of the text collections. The tests were performed on an information visualization system named Projection Explorer (PEx), created at Institute of Mathematics and Computer Science (ICMC - USP Sao Carlos), with available source code. PEx uses traditional vector space model to represent documents of a collection. The results were evaluated by criteria built in the information visualization system itself, and demonstrated measurable gains in the quality of the displays, confirming the hypothesis that the use of the para-analyser under the conditions of the experiment has the ability to generate more effective clusters of similar documents. This is a point that draws attention, since the constitution of more significant clusters can be used to enhance information indexing and retrieval. It can be argued that the adoption of non-dichotomous (non-exclusive) parameters provides new possibilities to relate similar information. |
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Automatic Indexing and Information Visualization: A Study Based on Paraconsistent LogicThis paper reports a research to evaluate the potential and the effects of use of annotated Paraconsistent logic in automatic indexing. This logic attempts to deal with contradictions, concerned with studying and developing inconsistency-tolerant systems of logic. This logic, being flexible and containing logical states that go beyond the dichotomies yes and no, permits to advance the hypothesis that the results of indexing could be better than those obtained by traditional methods. Interactions between different disciplines, as information retrieval, automatic indexing, information visualization, and nonclassical logics were considered in this research. From the methodological point of view, an algorithm for treatment of uncertainty and imprecision, developed under the Paraconsistent logic, was used to modify the values of the weights assigned to indexing terms of the text collections. The tests were performed on an information visualization system named Projection Explorer (PEx), created at Institute of Mathematics and Computer Science (ICMC - USP Sao Carlos), with available source code. PEx uses traditional vector space model to represent documents of a collection. The results were evaluated by criteria built in the information visualization system itself, and demonstrated measurable gains in the quality of the displays, confirming the hypothesis that the use of the para-analyser under the conditions of the experiment has the ability to generate more effective clusters of similar documents. This is a point that draws attention, since the constitution of more significant clusters can be used to enhance information indexing and retrieval. It can be argued that the adoption of non-dichotomous (non-exclusive) parameters provides new possibilities to relate similar information.Univ Sao Paulo, UNESP, Sao Paulo State Univ, BR-05508900 Sao Paulo, BrazilUniv Sao Paulo, UNESP, Sao Paulo State Univ, BR-05508900 Sao Paulo, BrazilErgon-verlag GmbhUniversidade Estadual Paulista (Unesp)Correa, Carlos Alberto [UNESP]Kobashi, Nair Yumiko2015-03-18T15:56:59Z2015-03-18T15:56:59Z2012-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject326-332Categories, Contexts And Relations In Knowledge Organization. Wurzburg: Ergon-verlag Gmbh, v. 13, p. 326-332, 2012.0938-5495http://hdl.handle.net/11449/117831WOS:000342292200050Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengCategories, Contexts And Relations In Knowledge Organizationinfo:eu-repo/semantics/openAccess2021-10-23T21:41:23Zoai:repositorio.unesp.br:11449/117831Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestrepositoriounesp@unesp.bropendoar:29462021-10-23T21:41:23Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
| dc.title.none.fl_str_mv |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| title |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| spellingShingle |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic Correa, Carlos Alberto [UNESP] |
| title_short |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| title_full |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| title_fullStr |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| title_full_unstemmed |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| title_sort |
Automatic Indexing and Information Visualization: A Study Based on Paraconsistent Logic |
| author |
Correa, Carlos Alberto [UNESP] |
| author_facet |
Correa, Carlos Alberto [UNESP] Kobashi, Nair Yumiko |
| author_role |
author |
| author2 |
Kobashi, Nair Yumiko |
| author2_role |
author |
| dc.contributor.none.fl_str_mv |
Universidade Estadual Paulista (Unesp) |
| dc.contributor.author.fl_str_mv |
Correa, Carlos Alberto [UNESP] Kobashi, Nair Yumiko |
| description |
This paper reports a research to evaluate the potential and the effects of use of annotated Paraconsistent logic in automatic indexing. This logic attempts to deal with contradictions, concerned with studying and developing inconsistency-tolerant systems of logic. This logic, being flexible and containing logical states that go beyond the dichotomies yes and no, permits to advance the hypothesis that the results of indexing could be better than those obtained by traditional methods. Interactions between different disciplines, as information retrieval, automatic indexing, information visualization, and nonclassical logics were considered in this research. From the methodological point of view, an algorithm for treatment of uncertainty and imprecision, developed under the Paraconsistent logic, was used to modify the values of the weights assigned to indexing terms of the text collections. The tests were performed on an information visualization system named Projection Explorer (PEx), created at Institute of Mathematics and Computer Science (ICMC - USP Sao Carlos), with available source code. PEx uses traditional vector space model to represent documents of a collection. The results were evaluated by criteria built in the information visualization system itself, and demonstrated measurable gains in the quality of the displays, confirming the hypothesis that the use of the para-analyser under the conditions of the experiment has the ability to generate more effective clusters of similar documents. This is a point that draws attention, since the constitution of more significant clusters can be used to enhance information indexing and retrieval. It can be argued that the adoption of non-dichotomous (non-exclusive) parameters provides new possibilities to relate similar information. |
| publishDate |
2012 |
| dc.date.none.fl_str_mv |
2012-01-01 2015-03-18T15:56:59Z 2015-03-18T15:56:59Z |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
| dc.type.driver.fl_str_mv |
info:eu-repo/semantics/conferenceObject |
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conferenceObject |
| status_str |
publishedVersion |
| dc.identifier.uri.fl_str_mv |
Categories, Contexts And Relations In Knowledge Organization. Wurzburg: Ergon-verlag Gmbh, v. 13, p. 326-332, 2012. 0938-5495 http://hdl.handle.net/11449/117831 WOS:000342292200050 |
| identifier_str_mv |
Categories, Contexts And Relations In Knowledge Organization. Wurzburg: Ergon-verlag Gmbh, v. 13, p. 326-332, 2012. 0938-5495 WOS:000342292200050 |
| url |
http://hdl.handle.net/11449/117831 |
| dc.language.iso.fl_str_mv |
eng |
| language |
eng |
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Categories, Contexts And Relations In Knowledge Organization |
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info:eu-repo/semantics/openAccess |
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openAccess |
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326-332 |
| dc.publisher.none.fl_str_mv |
Ergon-verlag Gmbh |
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Ergon-verlag Gmbh |
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Web of Science reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
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Universidade Estadual Paulista (UNESP) |
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UNESP |
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UNESP |
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Repositório Institucional da UNESP |
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Repositório Institucional da UNESP |
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Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
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repositoriounesp@unesp.br |
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1854948243099615232 |