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Semantic analytical reports: A framework for post-processing data mining results
Book Chapter, was published by Tomáš Kliegr, Martin Ralbovský, Vojtěch Svátek, Jan Nemrava, Jan Zemánek, Vojtěch Jirkovský, and Milan Šimůnek at 2009-08-27
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Intelligent post-processing of data mining results can provide valuable knowledge. In this paper we present the first systematic solution to post-processing that is based on semantic web technologies. The framework input is constituted by PMML and description of background knowledge. Using the Topic Maps formalism, a generic Data Mining ontology and Association Rule Mining ontology were designed. Through combination of a content management system and a semantic knowledge base, the analyst can enter new pieces of information or interlink existing ones. The information is accessible either via semi-automatically authored textual analytical reports or via semantic querying. A prototype implementation of the framework for generalized association rules is demonstrated on the PKDD’99 Financial Data Set.
Authors
Tomáš Kliegr
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Tomáš is author of Building and Integrating.. , Topic Maps for Association.. , Semantic annotation and.. , Semantic analytical reports:.. , and A PHP library for.. .
Martin Ralbovský
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Martin is author of Building and Integrating.. , Semantic annotation and.. , and Semantic analytical reports:.. .
Vojtěch Svátek
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Vojtěch is author of Building and Integrating.. , Semantic annotation and.. , and Semantic analytical reports:.. .
Jan Nemrava
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Jan is author of Building and Integrating.. , Semantic annotation and.. , and Semantic analytical reports:.. .
Jan Zemánek
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Jan is author of Topic Maps for Association.. and Semantic analytical reports:.. .
Vojtěch Jirkovský
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Vojtěch is author of Semantic analytical reports:.. .
This publication is cited in the following publication
I like the easy but powerful way of merging Topic Maps to extend and combine existing knowledge bases. Thus I see high potential in distributed environments where peer to peer solutions may open the gates to the real Web 3.0.
SharpTM
