DocumentCode
2359847
Title
Basics of Concepts Representation for Document Summarization
Author
Suh, Sang C. ; Saffer, S.I. ; Anaparthi, S.G. ; Sirakov, Nikolay Metodiev
Author_Institution
Dept. of Comput. Sci., Texas A&M Univ. - Commerce, Commerce, TX, USA
fYear
2009
fDate
25-27 Aug. 2009
Firstpage
1374
Lastpage
1380
Abstract
This paper presents three different ways to describe the notion concept. The first one uses the idea of hierarchy and employs a graph to define the connections between attributes and concepts. To enable concepts generation, manipulation or measurement a matrix model is developed. Thus, the entire space of terms could be generated by a set of (linearly) independent terms over a numerical field. The total number of concepts to be generated over a numerical field using a given number of attributes is estimated in this paper. A memory efficient spherical presentation is developed on the above models. An algorithmic implementation of Hierarchy of concepts and attributes (HAC) is developed and experimental results are presented using concepts from the field of education.
Keywords
data mining; graph theory; information retrieval; text analysis; vocabulary; concepts generation; concepts manipulation; document summarization; graph; hierarchy of concepts and attributes; independent terms; matrix model; memory efficient spherical presentation; notion concept; Application software; Business; Computer science; Computer science education; Internet; Mathematical model; Mathematics; Merging; Search engines; Web search; attributes; hierarchy; matrix; spherical model;
fLanguage
English
Publisher
ieee
Conference_Titel
INC, IMS and IDC, 2009. NCM '09. Fifth International Joint Conference on
Conference_Location
Seoul
Print_ISBN
978-1-4244-5209-5
Electronic_ISBN
978-0-7695-3769-6
Type
conf
DOI
10.1109/NCM.2009.255
Filename
5331413
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