Product recommendation using online reviews with emotional preferences
ISSN: 0368-492X
Article publication date: 24 December 2021
Issue publication date: 5 May 2023
Abstract
Purpose
The purpose of this paper is to develop a novel recommendation method using online reviews with emotional preferences for facilitating online purchase decisions. This leads to better use of information-rich online reviews for providing users with personalized recommendations.
Design/methodology/approach
A novel method is developed for producing personalized recommendations in online purchase decision-making. Such a method fuses the belief structure and the Shapley function together to effectively deal with the emotional preferences in online reviews and adequately tackle the interaction existent between product criteria with the use of a modified combination rule for making better online recommendations for making online purchase decisions.
Findings
An example is presented for demonstrating the applicability of the method for facilitating online purchase. The results show that the recommendation using the proposed method can effectively improve customer satisfaction with better purchase decisions.
Research limitations/implications
The proposed method can better utilize online reviews for satisfying personalized needs of consumers. The use of such a method can optimize interface design, refine customer needs, reduce recommendation errors and provide personalized recommendations.
Originality/value
The proposed method adequately considers the characteristics of online reviews and the personalized needs of customers for providing customers with appropriate recommendations. It can help businesses better manage online reviews for improving customer satisfaction and create greater value for both businesses and customers.
Keywords
Acknowledgements
This research is supported by National Natural Science Foundation of China (Nos. 71971218, 71671188), and Talent introduction project of Anhui Science and Technology University (No. GLYJ201902).
Citation
Hu, L., Tan, C. and Deng, H. (2023), "Product recommendation using online reviews with emotional preferences", Kybernetes, Vol. 52 No. 5, pp. 1573-1596. https://doi.org/10.1108/K-09-2021-0852
Publisher
:Emerald Publishing Limited
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