Mining Product Reviews: Market Structure Analysis Using Deep Learning and Evolutionary Clustering

2016 ◽  
Author(s):  
Feng Mai ◽  
Xin (Shane) Wang ◽  
David J. Curry ◽  
Roger H.L. Chiang
Keyword(s):  
Deep Learning ◽  
Market Structure ◽  
Structure Analysis ◽  
Product Reviews ◽  
Evolutionary Clustering ◽  
Market Structure Analysis

scholarly journals A CROSS-PLATFORM MARKET STRUCTURE ANALYSIS METHOD USING ONLINE PRODUCT REVIEWS

2021 ◽  
Vol 27 (5) ◽  
pp. 992-1018
Author(s):  
Gang Kou ◽  
Pei Yang ◽  
Yi Peng ◽  
Hui Xiao ◽  
Feng Xiao ◽  
...  
Keyword(s):  
Decision Making ◽  
Market Structure ◽  
Structure Analysis ◽  
Group Decision ◽  
Product Reviews ◽  
Analysis Method ◽  
Market Structure Analysis ◽  
Online Product Reviews ◽  
Cross Platform

Studies have shown that online product reviews can indicate the position of a competitive brand. Even though reviews on different platforms may express different opinions, most studies are based on only one platform. This may lead to an inaccurate analysis of market structure. To solve this problem, we develop a novel market structure analysis based on multi-attribute group decision-making which can integrate reviews from different platforms. Multiple platforms more comprehensively reflect the market than single platforms do. To verify the effectiveness of the proposed method, we conduct a case study of mobile phone reviews across three top e-commerce platforms in China. In addition, we propose a process to generate priorities for product-attribute improvements using a cross-platform market structure analysis method. Our experiments demonstrate the effectiveness of the proposed method.

scholarly journals Market Structure Analysis: Hierarchical Clustering of Products Based on Substitution-in-Use

1981 ◽  
Vol 45 (3) ◽  
pp. 38 ◽  
Author(s):  
Rajendra K. Srivastava ◽  
Robert P. Leone ◽  
Allan D. Shocker
Keyword(s):  
Market Structure ◽  
Structure Analysis ◽  
Hierarchical Clustering ◽  
Market Structure Analysis

Competitive Market Structure Analysis: A Reply

1984 ◽  
Vol 11 (3) ◽  
pp. 842 ◽  
Author(s):  
Cynthia Fraser ◽  
John W. Bradford
Keyword(s):  
Market Structure ◽  
Structure Analysis ◽  
Competitive Market ◽  
Market Structure Analysis
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