DocumentCode :
144827
Title :
A lexiconizing framework of feature-based opinion mining in tourism industry
Author :
Muangon, Ananchai ; Thammaboosadee, Sotarat ; Haruechaiyasak, Choochart
Author_Institution :
Technol. of Inf. Syst. Manage. Div., Mahidol Univ., Nakhonpathom, Thailand
fYear :
2014
fDate :
6-8 May 2014
Firstpage :
169
Lastpage :
173
Abstract :
Among of the travel agency business in Thailand, Agoda (www.agoda.com) has boomed in recent years with the number of online agents offering for hotels booking. When customers need to make decision, they typically explore by investigating the opinions attached with each hotel in online agent. This paper proposes a framework of feature-based opinion mining by using scores which essentially relies on the usage of two main lexiconizing levels, features and polar words. An approach for extracting features and polar words from textual opinion is based on syntactic pattern analysis. The evaluation is performed with existing opinions and compared the statistical resulted scores with the existing scores of each hotel. The proposed scoring method is proven for the effectiveness of the score from Agoda and could facilitate the further text retrieval application development for the benefit of automatic customer´s opinion detection.
Keywords :
data mining; feature extraction; hotel industry; information retrieval; text analysis; travel industry; Agoda; Thailand; automatic customer opinion detection; feature extraction; feature-based opinion mining; hotels booking; lexiconizing framework; online agents; polar words; scoring method; syntactic pattern analysis; text retrieval application development; textual opinion; tourism industry; travel agency business; Cities and towns; Data mining; Dictionaries; Feature extraction; Industries; Standards; Statistical analysis; Hotel Agency; Lexiconizing; Opinion Mining; Text Mining; Travel Agency;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Information and Communication Technology and it's Applications (DICTAP), 2014 Fourth International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4799-3723-3
Type :
conf
DOI :
10.1109/DICTAP.2014.6821677
Filename :
6821677
Link To Document :
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