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J. Artif. Intell. Tools"],"published-print":{"date-parts":[[2024,2]]},"abstract":"<jats:p> In recent years, shared accommodation platforms have developed rapidly and become increasingly popular. They commonly adopt unique bidirectional selection and review mechanisms. However, most existing accommodation recommendation strategies overlook the impact of these mechanisms on the recommendation performance. To address this gap, we propose a two-stage recommendation method as Shared Accommodation Recommendation based on Bidirectional Selection and Review mechanisms (SARBSR) to improve the recommendation performance of shared accommodation. The first stage combines a multi-attribute recommendation method (MAR) with a hybrid recommendation method based on similarity and ratings (HRSR) to predict guests\u2019 preferences and generate candidate lists. In the second stage, considering bidirectional selection and reviews mechanisms, we assess hosts\u2019 willingness to accept guests\u2019 requests via trust evaluation and select rooms from the candidate lists as the final recommendation strategy. To evaluate the performance of SARBSR, an empirical study on real-world data from Airbnb is conducted. The results demonstrate the validity of SARBSR and indicate the necessity of considering bidirectional selection and review mechanisms. <\/jats:p>","DOI":"10.1142\/s0218213023500513","type":"journal-article","created":{"date-parts":[[2023,6,1]],"date-time":"2023-06-01T06:36:15Z","timestamp":1685601375000},"source":"Crossref","is-referenced-by-count":1,"title":["Accommodation Recommendation on Shared Platforms Considering Bidirectional Selection and Review Mechanisms"],"prefix":"10.1142","volume":"33","author":[{"given":"Yuanyuan","family":"Lin","sequence":"first","affiliation":[{"name":"Department of Tourism Management, School of Business Administration Nanjing University of Finance & Economics Jiangsu, Nanjing 210023, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4995-1002","authenticated-orcid":false,"given":"Chao","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of Management Science and Engineering School of Economics and Management, Southeast University Jiangsu, Nanjing 210096, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xi","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Management Science and Engineering School of Economics and Management, Southeast University Jiangsu, Nanjing 210096, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xin","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Management Science and Engineering School of Economics and Management, Southeast University Jiangsu, Nanjing 210096, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Yao","sequence":"additional","affiliation":[{"name":"Department of Management Science and Engineering School of Economics and Management, Southeast University Jiangsu, Nanjing 210096, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2024,2,23]]},"reference":[{"key":"S0218213023500513BIB001","doi-asserted-by":"publisher","DOI":"10.1080\/13683500.2013.827159"},{"key":"S0218213023500513BIB002","doi-asserted-by":"publisher","DOI":"10.1016\/j.tourman.2016.01.013"},{"key":"S0218213023500513BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhm.2018.07.014"},{"key":"S0218213023500513BIB004","doi-asserted-by":"publisher","DOI":"10.1108\/IJCHM-08-2016-0420"},{"key":"S0218213023500513BIB005","doi-asserted-by":"publisher","DOI":"10.1016\/j.joep.2018.11.004"},{"key":"S0218213023500513BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.annals.2016.02.006"},{"key":"S0218213023500513BIB007","doi-asserted-by":"publisher","DOI":"10.1016\/j.annals.2016.10.002"},{"key":"S0218213023500513BIB008","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.01.012"},{"key":"S0218213023500513BIB009","doi-asserted-by":"publisher","DOI":"10.3233\/JIFS-171421"},{"key":"S0218213023500513BIB010","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-018-0156-6"},{"key":"S0218213023500513BIB011","doi-asserted-by":"publisher","DOI":"10.1080\/13683500.2021.1932767"},{"key":"S0218213023500513BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2017.05.016"},{"key":"S0218213023500513BIB013","doi-asserted-by":"publisher","DOI":"10.1145\/3298689.3346988"},{"key":"S0218213023500513BIB014","first-page":"130","volume-title":"Proc. of the 27th ACM Conf. on User Modeling, Adaptation and Personalization","author":"Herzog D.","year":"2017"},{"key":"S0218213023500513BIB015","doi-asserted-by":"publisher","DOI":"10.3390\/a13030059"},{"key":"S0218213023500513BIB016","doi-asserted-by":"publisher","DOI":"10.3233\/IDA-173364"},{"key":"S0218213023500513BIB017","doi-asserted-by":"publisher","DOI":"10.1016\/j.tourman.2016.08.010"},{"key":"S0218213023500513BIB018","doi-asserted-by":"publisher","DOI":"10.1007\/s40558-014-0010-z"},{"journal-title":"J. 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