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New perspectives on gray sheep behavior in E-commerce recommendations

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  • Srivastava, Abhishek
  • Bala, Pradip Kumar
  • Kumar, Bipul

Abstract

With the exponential rise in the size of data being generated, personalization based on recommender systems has become an important aspect of digital marketing strategy of E-Commerce companies. Recommender systems also help these companies in cross-selling, up-selling and to increase the customer loyalty. However, presence of certain users, known as gray sheep users, with eccentric taste, minimizes the overall efficiency of the recommender systems. Hence, their identification and removal from the computation system is critical for more efficient recommendations. This work presents psychographic models-based approaches for gray sheep user identification with improved performance. It also studies gray sheep behavior across different domains and contexts, apart from introducing the idea of gray sheep items.

Suggested Citation

  • Srivastava, Abhishek & Bala, Pradip Kumar & Kumar, Bipul, 2020. "New perspectives on gray sheep behavior in E-commerce recommendations," Journal of Retailing and Consumer Services, Elsevier, vol. 53(C).
    • Handle: RePEc:eee:joreco:v:53:y:2020:i:c:s0969698918307999
    DOI: 10.1016/j.jretconser.2019.02.018
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    1. Kawaljeet Kaur Kapoor & Kuttimani Tamilmani & Nripendra P. Rana & Pushp Patil & Yogesh K. Dwivedi & Sridhar Nerur, 2018. "Advances in Social Media Research: Past, Present and Future," Information Systems Frontiers, Springer, vol. 20(3), pages 531-558, June.
    2. Zhang, Yongfeng & Zhao, Qi & Zhang, Yi & Friedman, Daniel & Zhang, Min & Liu, Yiqun & Ma, Shaoping, 2016. "Economic recommendation with surplus maximization," Discussion Papers, Research Professorship Market Design: Theory and Pragmatics SP II 2016-502, WZB Berlin Social Science Center.
    3. Baier, Daniel & Stüber, Eva, 2010. "Acceptance of recommendations to buy in online retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 17(3), pages 173-180.
    4. Eduardo A. Haddad & Jaime Bonet & Geoffrey J. D. Hewings, 2023. "Introduction and Overview," Advances in Spatial Science, in: Eduardo A. Haddad & Jaime Bonet & Geoffrey J. D. Hewings (ed.), The Colombian Economy and Its Regional Structural Challenges, chapter 0, pages 1-16, Springer.
    5. Raghav Pavan Karumur & Tien T. Nguyen & Joseph A. Konstan, 2018. "Personality, User Preferences and Behavior in Recommender systems," Information Systems Frontiers, Springer, vol. 20(6), pages 1241-1265, December.
    6. Lusi Li & Jianqing Chen & Srinivasan Raghunathan, 2018. "Recommender System Rethink: Implications for an Electronic Marketplace with Competing Manufacturers," Information Systems Research, INFORMS, vol. 29(4), pages 1003-1023, December.
    7. Grunert, Suzanne C. & Juhl, Hans Jorn, 1995. "Values, environmental attitudes, and buying of organic foods," Journal of Economic Psychology, Elsevier, vol. 16(1), pages 39-62, March.
    8. Shareef, Mahmud Akhter & Mukerji, Bhasker & Alryalat, Mohammad Abdallah Ali & Wright, Angela & Dwivedi, Yogesh K., 2018. "Advertisements on Facebook: Identifying the persuasive elements in the development of positive attitudes in consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 43(C), pages 258-268.
    9. Shareef, Mahmud Akhter & Mukerji, Bhasker & Dwivedi, Yogesh K. & Rana, Nripendra P. & Islam, Rubina, 2019. "Social media marketing: Comparative effect of advertisement sources," Journal of Retailing and Consumer Services, Elsevier, vol. 46(C), pages 58-69.
    10. Daniel Fleder & Kartik Hosanagar & Andreas Buja, 2008. "Recommender Systems and their Effects on Consumers: The Fragmentation Debate," Working Papers 08-44, NET Institute, revised Mar 2010.
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    Cited by:

    1. Molaie, Mir Majid & Lee, Wonjae, 2022. "Economic corollaries of personalized recommendations," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    2. Rahim Rashidi & Keyhan Khamforoosh & Amir Sheikhahmadi, 2022. "Proposing improved meta-heuristic algorithms for clustering and separating users in the recommender systems," Electronic Commerce Research, Springer, vol. 22(2), pages 623-648, June.
    3. Xiao, Yan & Li, Congdong & Thürer, Matthias & Liu, Yide & Qu, Ting, 2022. "User preference mining based on fine-grained sentiment analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    4. Hallikainen, Heli & Luongo, Milena & Dhir, Amandeep & Laukkanen, Tommi, 2022. "Consequences of personalized product recommendations and price promotions in online grocery shopping," Journal of Retailing and Consumer Services, Elsevier, vol. 69(C).
    5. Chinchanachokchai, Sydney & Thontirawong, Pipat & Chinchanachokchai, Punjaporn, 2021. "A tale of two recommender systems: The moderating role of consumer expertise on artificial intelligence based product recommendations," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).

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