TY - JOUR
T1 - Sentiment analysis on consumers’ opinions–evaluating online retailers through analyzing sentiment for face masks during COVID-19 pandemic
AU - Ng, Cy
AU - Lam, Ss
AU - Liu, Kp
N1 - Publisher Copyright:
© 2022 Chinese Institute of Industrial Engineers.
PY - 2022
Y1 - 2022
N2 - Customer opinions on a product or retailer can be assessed through analyzing their textual reviews submitted to online communities. While the attitudinal information of a text post can be gauged by studying the sentiment words used, a method has to be sought for more effectively evaluating the sentiment strengths, because different writers may have varied interpretations on a word’s sentiment. The objective of this paper is to develop a new integrated approach by adopting Sentiment Analysis and Evidential Reasoning for the online retailers’ timely evaluation of the public sentiments toward different product alternatives. The finding of the study has established the benefit of efficiently evaluating the customers’ feedback toward products and monitoring the changes of customer preferences on product attributes over time. The results obtained from the proposed approach are superiority to other decision-making tools.
AB - Customer opinions on a product or retailer can be assessed through analyzing their textual reviews submitted to online communities. While the attitudinal information of a text post can be gauged by studying the sentiment words used, a method has to be sought for more effectively evaluating the sentiment strengths, because different writers may have varied interpretations on a word’s sentiment. The objective of this paper is to develop a new integrated approach by adopting Sentiment Analysis and Evidential Reasoning for the online retailers’ timely evaluation of the public sentiments toward different product alternatives. The finding of the study has established the benefit of efficiently evaluating the customers’ feedback toward products and monitoring the changes of customer preferences on product attributes over time. The results obtained from the proposed approach are superiority to other decision-making tools.
KW - Sentiment analysis
KW - evidential reasoning
KW - face masks
KW - sentiment strengths
UR - http://www.scopus.com/inward/record.url?scp=85130144323&partnerID=8YFLogxK
U2 - 10.1080/21681015.2022.2070933
DO - 10.1080/21681015.2022.2070933
M3 - Article
AN - SCOPUS:85130144323
SN - 2168-1015
VL - 39
SP - 535
EP - 551
JO - Journal of Industrial and Production Engineering
JF - Journal of Industrial and Production Engineering
IS - 7
ER -