Title :
Part-of-Speech Approach to Evaluation of Textbook Reviews
Author :
Tanawongsuwan, Patrawadee
Author_Institution :
Comput. Sci. Dept., Nat. Inst. of Dev. Adm., Bangkok, Thailand
Abstract :
Book reviews are comments written by readers regarding their experiences about a particular book. Some reviews contain useful information and may help prospective buyers in making a purchase decision, while some are viewed as less helpful, such as, complaints about shipping delay. The review´s content is the key to differentiating them. Presenting a methodology for evaluating the helpfulness of a book view, this research employed the part-of-speech (POS) approach. A review´s content initially underwent a POS tagging process. Various features were then extracted and used as attributes for classification algorithms. The relation between adjectives and review´s helpfulness was also analyzed. The system´s effectiveness was assessed using textbook reviews obtained from an on-line bookstore.
Keywords :
text analysis; POS tagging process; book reviews; online bookstore; part-of-speech approach; textbook reviews evaluation; Blogs; Book reviews; Clustering algorithms; Computer networks; Computer science; Data mining; Delay; Information technology; Tagging; Voting; POS; book; classification; data mining; machine learning; natural language; part-of-speech; review; text mining; textbook;
Conference_Titel :
Computer and Network Technology (ICCNT), 2010 Second International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-0-7695-4042-9
Electronic_ISBN :
978-1-4244-6962-8
DOI :
10.1109/ICCNT.2010.31