DocumentCode
554075
Title
Semantic orientation calculation of words with different part of speech
Author
Ming Xia ; Yun Sha ; Xiaohua Wang ; Huina Jiang
Author_Institution
Colleague of Inf. Sci. & Technol., Beijing Univ. of Chem. Technol., Beijing, China
Volume
2
fYear
2011
fDate
26-28 July 2011
Firstpage
922
Lastpage
926
Abstract
With the rapid development of Internet, the network gradually changes from simple static information carrier into platform on which people express their views and show personality. Faced with such a sea of emotional information-rich text, it is urgent to find method of a quick orientation calculation on the large-scale text. Orientation calculation of words is the basis of orientation calculation on the large-scale text. Aiming at the problem that is orientation calculation of words relies mainly upon benchmark words, the paper builds dynamic benchmark set in accordance with part of speech of words and provides the method of semantic orientation calculation of words based on dynamic benchmark set. The proposed method is tested on test set contains verbs and adjectives and more than 90% accuracy have been achieved, which shows the validity and rationality of the method.
Keywords
natural language processing; text analysis; Internet; benchmark words; dynamic benchmark set; emotional information-rich text; large-scale text; part of speech; semantic orientation calculation; static information carrier; Benchmark testing; Buildings; Context; Internet; Petrochemicals; Semantics; Speech; dynamic benchmark set; semantic orientation;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation (ICNC), 2011 Seventh International Conference on
Conference_Location
Shanghai
ISSN
2157-9555
Print_ISBN
978-1-4244-9950-2
Type
conf
DOI
10.1109/ICNC.2011.6022239
Filename
6022239
Link To Document