A new method to compute Chinese text concept

Yang Feng; Sen Lin Luo; Li Min Pan; Li Li Liu; Kai Jiang Chen

doi:10.1109/ETCS.2010.607

A new method to compute Chinese text concept

Yang Feng^*, Sen Lin Luo, Li Min Pan, Li Li Liu, Kai Jiang Chen

^*Corresponding author for this work

School of Information and Electronics

Beijing Institute of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

A new method to compute Chinese text concept is proposed in this paper. In this method, we construct sentence vectors from the text by extracting and quantifying some syntax and semantic features such as concept elements, dependent relations and correlative relations. Then, we combine these sentence vectors to the text vector to represent the text concept. Experimental results show that, in the application of text classification, the precision and the recall of this method achieve 91.5% and 91.3%. Contrast with TF-IDF and LSA, the proposed method is more accurate, less affected by text class and more stable on text concept approaching.

Original language	English
Title of host publication	2nd International Workshop on Education Technology and Computer Science, ETCS 2010
Pages	59-62
Number of pages	4
DOIs	https://doi.org/10.1109/ETCS.2010.607
Publication status	Published - 2010
Event	2nd International Workshop on Education Technology and Computer Science, ETCS 2010 - Wuhan, Hubei, China Duration: 6 Mar 2010 → 7 Mar 2010

Publication series

Name	2nd International Workshop on Education Technology and Computer Science, ETCS 2010
Volume	1

Conference

Conference	2nd International Workshop on Education Technology and Computer Science, ETCS 2010
Country/Territory	China
City	Wuhan, Hubei
Period	6/03/10 → 7/03/10

Keywords

Chinese information processing
Concept element
Correlative relation
Dependent relation
Text concept computing

Access to Document

10.1109/ETCS.2010.607

Cite this

@inproceedings{d56c4b43fadf4fd38aa4b6ebdca73e15,

title = "A new method to compute Chinese text concept",

abstract = "A new method to compute Chinese text concept is proposed in this paper. In this method, we construct sentence vectors from the text by extracting and quantifying some syntax and semantic features such as concept elements, dependent relations and correlative relations. Then, we combine these sentence vectors to the text vector to represent the text concept. Experimental results show that, in the application of text classification, the precision and the recall of this method achieve 91.5% and 91.3%. Contrast with TF-IDF and LSA, the proposed method is more accurate, less affected by text class and more stable on text concept approaching.",

keywords = "Chinese information processing, Concept element, Correlative relation, Dependent relation, Text concept computing",

author = "Yang Feng and Luo, {Sen Lin} and Pan, {Li Min} and Liu, {Li Li} and Chen, {Kai Jiang}",

year = "2010",

doi = "10.1109/ETCS.2010.607",

language = "English",

isbn = "9780769539874",

series = "2nd International Workshop on Education Technology and Computer Science, ETCS 2010",

pages = "59--62",

booktitle = "2nd International Workshop on Education Technology and Computer Science, ETCS 2010",

note = "2nd International Workshop on Education Technology and Computer Science, ETCS 2010 ; Conference date: 06-03-2010 Through 07-03-2010",

}

Feng, Y, Luo, SL, Pan, LM, Liu, LL & Chen, KJ 2010, A new method to compute Chinese text concept. in 2nd International Workshop on Education Technology and Computer Science, ETCS 2010., 5460298, 2nd International Workshop on Education Technology and Computer Science, ETCS 2010, vol. 1, pp. 59-62, 2nd International Workshop on Education Technology and Computer Science, ETCS 2010, Wuhan, Hubei, China, 6/03/10. https://doi.org/10.1109/ETCS.2010.607

A new method to compute Chinese text concept. / Feng, Yang; Luo, Sen Lin; Pan, Li Min et al.
2nd International Workshop on Education Technology and Computer Science, ETCS 2010. 2010. p. 59-62 5460298 (2nd International Workshop on Education Technology and Computer Science, ETCS 2010; Vol. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - A new method to compute Chinese text concept

AU - Feng, Yang

AU - Luo, Sen Lin

AU - Pan, Li Min

AU - Liu, Li Li

AU - Chen, Kai Jiang

PY - 2010

Y1 - 2010

N2 - A new method to compute Chinese text concept is proposed in this paper. In this method, we construct sentence vectors from the text by extracting and quantifying some syntax and semantic features such as concept elements, dependent relations and correlative relations. Then, we combine these sentence vectors to the text vector to represent the text concept. Experimental results show that, in the application of text classification, the precision and the recall of this method achieve 91.5% and 91.3%. Contrast with TF-IDF and LSA, the proposed method is more accurate, less affected by text class and more stable on text concept approaching.

AB - A new method to compute Chinese text concept is proposed in this paper. In this method, we construct sentence vectors from the text by extracting and quantifying some syntax and semantic features such as concept elements, dependent relations and correlative relations. Then, we combine these sentence vectors to the text vector to represent the text concept. Experimental results show that, in the application of text classification, the precision and the recall of this method achieve 91.5% and 91.3%. Contrast with TF-IDF and LSA, the proposed method is more accurate, less affected by text class and more stable on text concept approaching.

KW - Chinese information processing

KW - Concept element

KW - Correlative relation

KW - Dependent relation

KW - Text concept computing

UR - http://www.scopus.com/inward/record.url?scp=77953217826&partnerID=8YFLogxK

U2 - 10.1109/ETCS.2010.607

DO - 10.1109/ETCS.2010.607

M3 - Conference contribution

AN - SCOPUS:77953217826

SN - 9780769539874

T3 - 2nd International Workshop on Education Technology and Computer Science, ETCS 2010

SP - 59

EP - 62

BT - 2nd International Workshop on Education Technology and Computer Science, ETCS 2010

T2 - 2nd International Workshop on Education Technology and Computer Science, ETCS 2010

Y2 - 6 March 2010 through 7 March 2010

ER -

A new method to compute Chinese text concept

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

Cite this