TY - GEN
T1 - Using text mining to analyze user forums
AU - Feldman, Ronen
AU - Fresko, Moshe
AU - Goldenberg, Jacob
AU - Netzer, Oded
AU - Ungar, Lyle
PY - 2008
Y1 - 2008
N2 - Product discussion boards are a rich source of information about consumer sentiment about products, which is being increasingly exploited. Most sentiment analysis has looked at single products in isolation, but users often compare different products, stating which they like better and why. We present a set of techniques for analyzing how consumers view product markets. Specifically, we extracted relative sentiment analysis and comparisons between products, to understand what attributes users compare products on, and which products they prefer on each dimension. We illustrate these methods in an extended case study analyzing the sedan car markets.
AB - Product discussion boards are a rich source of information about consumer sentiment about products, which is being increasingly exploited. Most sentiment analysis has looked at single products in isolation, but users often compare different products, stating which they like better and why. We present a set of techniques for analyzing how consumers view product markets. Specifically, we extracted relative sentiment analysis and comparisons between products, to understand what attributes users compare products on, and which products they prefer on each dimension. We illustrate these methods in an extended case study analyzing the sedan car markets.
KW - Artificial intelligence
KW - Information retrieval
KW - Text mining
KW - Unsupervised learning
UR - http://www.scopus.com/inward/record.url?scp=52249122404&partnerID=8YFLogxK
U2 - 10.1109/ICSSSM.2008.4598504
DO - 10.1109/ICSSSM.2008.4598504
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AN - SCOPUS:52249122404
SN - 9781424416721
T3 - 5th International Conference Service Systems and Service Management - Exploring Service Dynamics with Science and Innovative Technology, ICSSSM'08
BT - 5th International Conference Service Systems and Service Management - Exploring Service Dynamics with Science and Innovative Technology, ICSSSM'08
T2 - 5th International Conference on Service Systems and Service Management, ICSSSM'08
Y2 - 30 June 2008 through 2 July 2008
ER -