eprintid: 86
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/00/00/86
datestamp: 2023-11-09 15:15:43
lastmod: 2023-11-09 15:15:43
status_changed: 2023-11-09 15:12:47
type: conference_item
metadata_visibility: show
creators_name: Yong, S.P.
creators_name: Abidin, A.I.Z.
creators_name: Chen, Y.Y.
title: A neural-based text summarization system
ispublished: pub
keywords: Electronic document exchange; Neural networks; Statistical methods; Unsupervised learning; World Wide Web, Electronic textual information; Keyword extraction; Text summarization system, Text processing
note: cited By 5; Conference of 7th International Conference on Data, Text and Web Mining and their Business Applications and Management Information Engineering, DATA MINING 2006, DATA06 ; Conference Date: 11 July 2006 Through 13 July 2006; Conference Code:69561
abstract: The number of electronic documents as a media of business and academic information has increased tremendously after the introduction of the World Wide Web. Ever since, instances where users being overloaded with too much electronic textual information are inevitable. The users may only be interested in shorter versions of text documents but are overloaded with lengthy texts. The objective of the study is to develop a text summarization system that incorporates learning ability by combining a statistical approach, keywords extraction, and neural network with unsupervised learning. The system is able to learn to classify sentences when well trained with sufficient text samples. Users with strong background in writing English summaries have subjectively evaluated the outputs of the text summarization system based on contents. With the average contents score of 83.03, the system is regarded to have produced an effective summary with most of the important contents of the original text extracted without compromising the summary's readability.
date: 2006
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-36148951785&doi=10.2495%2fDATA060191&partnerID=40&md5=1b16e0a3c2fb6fbda82cacbf8670cf89
id_number: 10.2495/DATA060191
full_text_status: none
publication: WIT Transactions on Information and Communication Technologies
volume: 37
place_of_pub: Prague
pagerange: 185-192
refereed: TRUE
isbn: 1845641787; 9781845641788
issn: 17433517
citation:   Yong, S.P. and Abidin, A.I.Z. and Chen, Y.Y.  (2006) A neural-based text summarization system.  In: UNSPECIFIED.