DocumentCode
1786485
Title
Sentence sentiment analysis basedon syntactic construction of three-layers
Author
Liu Pingyang ; Xu Weiran ; Du Lin
Author_Institution
Beijing Univ. of Posts & Telecommun., Beijing, China
fYear
2014
fDate
19-21 Sept. 2014
Firstpage
107
Lastpage
111
Abstract
The analysis on text emotional has attracted much attention as the explosive growth in data on the Internet. This paper proposed a method of sentence sentiment orientation based on syntactic construction which is quite different with the traditional methods of classification. It takes full account of logical relationship in sentences and establishes a sentence model of three layers according to the relationship between sentence elements. First, we use the sentiment word dictionary to score the words in sentences. Then we adopt different algorithms according to different layers and relationship. Finally, we obtain the sentiment score of the sentence by calculating the sores of the three layers. We apply this method to Weibo data and get a good result.
Keywords
Internet; behavioural sciences computing; text analysis; Internet; Weibo data; logical relationship; sentence sentiment analysis; sentence sentiment orientation; sentence sentiment score; sentiment word dictionary; syntactic three-layer construction; text emotional analysis; Accuracy; Algorithm design and analysis; Dictionaries; Internet; Sentiment analysis; Support vector machines; Syntactics; Weibo; sentiment orientation; sentiment word dictionary; syntactic construction;
fLanguage
English
Publisher
ieee
Conference_Titel
Network Infrastructure and Digital Content (IC-NIDC), 2014 4th IEEE International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4799-4736-2
Type
conf
DOI
10.1109/ICNIDC.2014.7000275
Filename
7000275
Link To Document