Title :
An Improved Method to Building a Score Lexicon for Chinese Sentiment Analysis
Author :
Zhang, Haiping ; Yu, Zhenzhi ; Xu, Ming ; Shi, Yueling
Author_Institution :
Hangzhou Dianzi Univ., Hangzhou, China
Abstract :
This paper presents an improved method to automatically generate and score a new sentiment lexicon for Chinese sentiment analysis. Node represents word and weighed edge stands for the relationship between two words in a weight graph. The polarity detection is achieved through the label propagation in this weight graph. Moreover, the lexicon is expanded through some direct relations between the words in a thesaurus. The experimental results demonstrate that the proposed algorithm can not only effectively improve the accuracy of the approach for constructing a sentiment lexicon, but also obtain relatively accurate scores. Meanwhile, the lexicon also guarantees the wide domain coverage.
Keywords :
graph theory; natural language processing; Chinese sentiment analysis; improved method; polarity detection; score lexicon; weighed edge; weight graph; Accuracy; Buildings; Educational institutions; Semantics; Thesauri; Thumb; Vectors; Chinese; propagation; score lexicon; sentiment analysis;
Conference_Titel :
Semantics, Knowledge and Grids (SKG), 2012 Eighth International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-2561-5
DOI :
10.1109/SKG.2012.18