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However, the demand expression ability of passengers in the existing ride-hailing platforms is weak, and the accuracy of the matching results is low, resulting in a large number of transaction losses and the loss of platform revenue. In this paper, we propose a kind of mutual selection mechanism of ride-hailing based on hidden points, which is composed of platform benefit calculation algorithm and driver assignment algorithm. The platform benefit calculation algorithm mainly calculates the benefits obtained by the platform after the order is completed, while the driver allocation algorithm meets the mutual selection needs of passengers and drivers. Through experiments and theoretical analysis, the mutual selection mechanism proposed in this paper has improved user satisfaction by 5%-21% compared to the traditional methods of order-snatching mechanism and order-sending mechanism, which has significantly improved passenger satisfaction and solved the problem that the existing platform cannot meet the passengers\u2019 individual travel needs and the problem that the passengers\u2019 choice is not fair. The issue of platform revenue was discussed in the context of improved passenger satisfaction.<\/jats:p>","DOI":"10.1155\/2020\/9520384","type":"journal-article","created":{"date-parts":[[2020,7,15]],"date-time":"2020-07-15T23:38:13Z","timestamp":1594856293000},"page":"1-9","source":"Crossref","is-referenced-by-count":2,"title":["A Mutual Selection Mechanism of Ride-Hailing Based on Hidden Points"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0409-4692","authenticated-orcid":true,"given":"Yi","family":"Jiang","sequence":"first","affiliation":[{"name":"School of Information Engineering, Yangzhou University, Yangzhou Jiangsu 225127, China"},{"name":"State Key Laboratory of Ocean Engineering, Shanghai Jiao Tong University, Shanghai 200240, China"}]},{"given":"Yu","family":"Xia","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Yangzhou University, Yangzhou Jiangsu 225127, China"}]},{"given":"Xinyue","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Yangzhou University, Yangzhou Jiangsu 225127, China"}]},{"given":"Yuntao","family":"Xu","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Yangzhou University, Yangzhou Jiangsu 225127, China"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1287\/trsc.2018.0832"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2019.05.044"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2019.09.056"},{"issue":"2","key":"4","first-page":"88","volume":"15","year":"2019","journal-title":"Ecological Economy"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.cstp.2019.07.004"},{"first-page":"1193","volume-title":"Muda: a truthful multi-unit double-auction mechanism","year":"2018","key":"6"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.3141\/1882-23"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1109\/tcst.2017.2766042"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.techsoc.2016.06.004"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1007\/s11116-018-9923-2"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1515\/popets-2017-0015"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2018.11.018"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.retrec.2018.06.010"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijinfomgt.2019.08.007"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1080\/07421222.2019.1661087"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1016\/j.trf.2019.09.021"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2020.2970104"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2737479"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-017-0932-8"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1109\/tcyb.2019.2928180"},{"first-page":"1007","volume-title":"Allocation problems in ride-sharing platforms: online matching with ofine reusable resources","year":"2018","key":"22"}],"container-title":["Wireless Communications and Mobile Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/9520384.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/9520384.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2020\/9520384.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,7,15]],"date-time":"2020-07-15T23:38:24Z","timestamp":1594856304000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/wcmc\/2020\/9520384\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,15]]},"references-count":21,"alternative-id":["9520384","9520384"],"URL":"https:\/\/doi.org\/10.1155\/2020\/9520384","relation":{},"ISSN":["1530-8669","1530-8677"],"issn-type":[{"type":"print","value":"1530-8669"},{"type":"electronic","value":"1530-8677"}],"subject":[],"published":{"date-parts":[[2020,7,15]]}}}