DocumentCode
3481646
Title
Analysis of Concept Similarity Methods Applied to an LSH Function
Author
De Paula, Luciano B. ; Villaça, Rodolfo S. ; Magalhães, Maurício F.
Author_Institution
Dept. of Comput. Eng. & Ind. Autom. DCA), State Univ. of Campinas (UNICAMP), Campinas, Brazil
fYear
2011
fDate
18-22 July 2011
Firstpage
547
Lastpage
555
Abstract
In literature, there are several methods to measure similarity between concepts in structures like simple ontologies, concept hierarchies, taxonomies, etc. These measures are used to search for similar concepts. In the Semantic Web, such structures are commonly used to classify data which opens the possibility of reasoning upon them and helps in conceptual searches. Besides that, the Locality Sensitive Hash (LSH) functions are used to store similar data close to each other in an index space. Each family of LSH functions is tied to a specific similarity function. In this paper we propose a method for combining the idea of conceptual similarity with LSH functions. This method permits the data classified as similar concepts be indexed close to each other respecting some metric. The main idea is to facilitate the conceptual searching for data semantically classified. This paper evaluates several methods of measuring the similarity between concepts in a simple ontology and discusses how they can be applied to an LSH function.
Keywords
formal concept analysis; ontologies (artificial intelligence); pattern classification; semantic Web; storage management; LSH function; concept similarity methods; data classification; data storage; locality sensitive hash; ontology; reasoning; semantic Web; specific similarity function; Correlation; Distributed databases; Hamming distance; Indexing; Measurement; Ontologies; Semantics; LSH; Semantic; concepts; similarity;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Software and Applications Conference (COMPSAC), 2011 IEEE 35th Annual
Conference_Location
Munich
ISSN
0730-3157
Print_ISBN
978-1-4577-0544-1
Electronic_ISBN
0730-3157
Type
conf
DOI
10.1109/COMPSAC.2011.38
Filename
6032395
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