Record Details

DSpace at IIT Bombay

View Archive Info
 

Metadata

 
Field Value
 
Title Text similarity measurement using concept representation of texts
 
Names PANDYA, A
BHATTACHARYYA, P
Date Issued 2005 (iso8601)
Abstract Measuring semantic nearness of documents is important for accurate information retrieval, automated text categorization and classification. Inspired by the observation that text documents contain semantically coherent set of ideas/topics, this paper presents the design and experimental evaluation of a method to represent a text document as a set of concepts. Based on this, we propose a method to measure semantic nearness of texts. Our method makes use of WordNet which is a lexico-semantic network of words. We bypass word sense disambiguation. In order to show the effectiveness of our representation of texts, we compare experimental results of text classification and clustering with the results of classification and clustering with standard techniques.
Genre Article; Proceedings Paper
Identifier PATTERN RECOGNITION AND MACHINE INTELLIGENCE, PROCEEDINGS,3776,678-683