A Fuzzy PROMETHEE Approach for Mining Customer Reviews in Chinese

Online customer reviews of products have a great impact on potential customers’ purchase decisions and provide valuable customer opinions to businesses. However, it is difficult for a customer to go through the huge number of customer reviews of a product to make an informed decision. The opinion comparison, one of the important tasks in opinion mining, uses main product features that have been commented upon by consumers to compare competing products. Because the task of comparing customer opinions can be expressed as the ranking of alternative products using key product features, it can be modeled as a multi-criteria decision making (MCDM) problem. The goal of this paper is to propose fuzzy PROMETHEE, an MCDM method, to rank alternative products based on online customer reviews of products. An experiment is designed to test the proposed method using a sample of Chinese reviews of mobile phones. The results demonstrate that this approach can not only generate a reliable and realistic ranking of products, but also identify key product features that are considered by consumers as the most important aspects of a product.

[1]  Salah R. Agha,et al.  A Multi-criteria Multi-stakeholder Industrial Projects Prioritization in Gaza Strip , 2013 .

[2]  Bing Liu,et al.  Opinion observer: analyzing and comparing opinions on the Web , 2005, WWW '05.

[3]  M. Goumas,et al.  An extension of the PROMETHEE method for decision making in fuzzy environment: Ranking of alternative energy exploitation projects , 2000, Eur. J. Oper. Res..

[4]  Davide Aloini,et al.  A Hybrid Fuzzy-PROMETHEE Method for Logistics Service Selection: Design of a Decision Support Tool , 2010, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[5]  Gang Kou,et al.  A simple method to improve the consistency ratio of the pair-wise comparison matrix in ANP , 2011, Eur. J. Oper. Res..

[6]  Bo Pang,et al.  A Sentimental Education: Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts , 2004, ACL.

[7]  Gopal Achari,et al.  A Comparative Approach for Ranking Contaminated Sites Based on the Risk Assessment Paradigm Using Fuzzy PROMETHEE , 2009, Environmental management.

[8]  M. Rajmohan,et al.  A multi-criteria decision making model for outsourcing inbound logistics of an automotive industry using the AHP and TOPSIS , 2009 .

[9]  John Carroll,et al.  Unsupervised Classification of Sentiment and Objectivity in Chinese Text , 2008, IJCNLP.

[10]  Yi Peng,et al.  Ensemble of Software Defect Predictors: an AHP-Based Evaluation Method , 2011, Int. J. Inf. Technol. Decis. Mak..

[11]  Behnam Vahdani,et al.  CAD/CAM System Selection: A Multi-Component Hybrid Fuzzy MCDM Model , 2013 .

[12]  Matthias Ehrgott,et al.  Multiple criteria decision analysis: state of the art surveys , 2005 .

[13]  Zhengxin Chen,et al.  A Descriptive Framework for the Field of Data Mining and Knowledge Discovery , 2008, Int. J. Inf. Technol. Decis. Mak..

[14]  Yi Peng,et al.  Evaluation of Classification Algorithms Using MCDM and Rank Correlation , 2012, Int. J. Inf. Technol. Decis. Mak..

[15]  Gang Kou,et al.  Multiple factor hierarchical clustering algorithm for large scale web page and search engine clickstream data , 2012, Ann. Oper. Res..

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

[17]  Qiang Ye,et al.  Snippet-Based Unsupervised Approach for Sentiment Classification of Chinese Online Reviews , 2011, Int. J. Inf. Technol. Decis. Mak..

[18]  Satoshi Morinaga,et al.  Mining product reputations on the Web , 2002, KDD.

[19]  Jean Pierre Brans,et al.  HOW TO SELECT AND HOW TO RANK PROJECTS: THE PROMETHEE METHOD , 1986 .

[20]  Kalyanmoy Deb,et al.  Multiple Criteria Decision Making, Multiattribute Utility Theory: Recent Accomplishments and What Lies Ahead , 2008, Manag. Sci..

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

[22]  Reza Baradaran Kazemzadeh,et al.  PROMETHEE: A comprehensive literature review on methodologies and applications , 2010, Eur. J. Oper. Res..

[23]  Banu Soylu Integrating Prometheeii with the Tchebycheff Function for Multi Criteria Decision Making , 2010, Int. J. Inf. Technol. Decis. Mak..

[24]  Yi Peng,et al.  FAMCDM: A fusion approach of MCDM methods to rank multiclass classification algorithms , 2011 .

[25]  Gang Kou,et al.  Multiple criteria decision making and decision support systems - Guest editor's introduction , 2011, Decis. Support Syst..

[26]  Qun Liu,et al.  基於《知網》的辭彙語義相似度計算 (Word Similarity Computing Based on How-net) [In Chinese] , 2002, ROCLING/IJCLCLP.

[27]  Bing Liu,et al.  Mining and summarizing customer reviews , 2004, KDD.

[28]  Deba Prasad Mandal,et al.  Finding Opinion Strength Using Fuzzy Logic on Web Reviews , 2011 .