ANALYTICAL STUDY OF FEATURE EXTRACTION TECHNIQUES IN OPINION MINING

Although opinion mining is in a nascent stage of development but still the ground is set for dense growth of researches in the field. One of the important activities of opinion mining is to extract opinions of people based on characteristics of the object under study. Feature extraction in opinion mining can be done by various ways like that of clustering, support vector machines etc. This paper is an attempt to appraise the various techniques of feature extraction. The first part discusses various techniques and second part makes a detailed appraisal of the major techniques used for feature extraction.

[1]  Ion Smeureanu,et al.  Applying Supervised Opinion Mining Techniques on Online User Reviews , 2012 .

[2]  Vasudeva Varma,et al.  Towards Enhanced Opinion Classification using NLP Techniques. , 2011 .

[3]  Ahmed Abbasi,et al.  Affect Intensity Analysis of Dark Web Forums , 2007, 2007 IEEE Intelligence and Security Informatics.

[4]  Olfa Nasraoui,et al.  Web data mining: exploring hyperlinks, contents, and usage data , 2008, SKDD.

[5]  Bo Pang,et al.  Thumbs up? Sentiment Classification using Machine Learning Techniques , 2002, EMNLP.

[6]  Ronen Feldman,et al.  The Data Mining and Knowledge Discovery Handbook , 2005 .

[7]  Nilesh M. Shelke,et al.  Survey of Techniques for Opinion Mining , 2012 .

[8]  Bo Pang,et al.  Seeing Stars: Exploiting Class Relationships for Sentiment Categorization with Respect to Rating Scales , 2005, ACL.

[9]  Huang Zou,et al.  Sentiment Classification Using Machine Learning Techniques with Syntax Features , 2015, 2015 International Conference on Computational Science and Computational Intelligence (CSCI).

[10]  Bing Liu,et al.  Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data , 2006, Data-Centric Systems and Applications.

[11]  David M. Pennock,et al.  Mining the peanut gallery: opinion extraction and semantic classification of product reviews , 2003, WWW '03.

[12]  Lillian Lee,et al.  Opinion Mining and Sentiment Analysis , 2008, Found. Trends Inf. Retr..

[13]  Nidhi Mishra,et al.  Classification of Opinion Mining Techniques , 2012 .

[14]  Lior Rokach,et al.  Data Mining And Knowledge Discovery Handbook , 2005 .