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 :
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