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However, despite being central to the performance of many online retailers, current ways of evaluating product similarity are inconsistent with several characteristics of human perception and consequently often generate obvious errors when applied in practice. This paper proposes a new approach that uses the results of a perceptual evaluation of respondents to determine their \u201cinherent knowledge hierarchy.\u201d Using this characterization of the user, we propose a new strategy for determining the perceived similarity of products (PSIM strategy). After a preliminary verification of the proposed approach, we found that the performance of the PSIM strategy is much better than current strategies in terms of both accuracy and robustness. Beyond the application of PSIM in product recommendation systems, the findings of this study have the potential to help designers and companies better understand their customers\u2019 emotional needs.<\/jats:p>","DOI":"10.1115\/1.4054305","type":"journal-article","created":{"date-parts":[[2022,4,11]],"date-time":"2022-04-11T07:10:27Z","timestamp":1649661027000},"update-policy":"https:\/\/doi.org\/10.1115\/crossmarkpolicy-asme","source":"Crossref","is-referenced-by-count":4,"title":["Product Perceptual Similarity Evaluation: From Attributive Error to Human Knowledge Hierarchy"],"prefix":"10.1115","volume":"23","author":[{"given":"Wei","family":"Jiang","sequence":"first","affiliation":[{"name":"School of Mechanical Engineering, Sichuan University, Chengdu, Sichuan Province 610065, China"}]},{"given":"Wu","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Sichuan University, Chengdu, Sichuan Province 610065, China"}]},{"given":"Lin","family":"Du","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Sichuan University, Chengdu, Sichuan Province 610065, China"}]},{"given":"Kai","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Sichuan University, Chengdu, Sichuan Province 610065, China"}]},{"given":"Miao","family":"Yu","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering, Sichuan University, Chengdu, Sichuan Province 610065, China"}]}],"member":"33","published-online":{"date-parts":[[2022,5,17]]},"reference":[{"issue":"4","key":"2022051716591966200_CIT0001","doi-asserted-by":"publisher","first-page":"432","DOI":"10.1086\/208981","article-title":"Perspectives on Information Overload","volume":"10","author":"Jacob","year":"1984","journal-title":"J. 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