{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T16:19:41Z","timestamp":1781108381908,"version":"3.54.1"},"reference-count":0,"publisher":"IGI Global Scientific Publishing","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,4,1]]},"abstract":"<p>In a large number of bidding supplier groups, it is difficult to accurately find suppliers with unreasonable bidding behavior. In order to solve the problem of precise positioning of massive abnormal bidding behavior groups of diverse and widely distributed suppliers, the authors design a detector framework of abnormal bidding behavior based on supplier portrait. This paper mainly focuses on three abnormal bidding behaviors which harmful to the tenderers\u2014\u201caffiliated operation,\u201d \u201csubcontracting behavior,\u201d and \u201ccolluding behavior.\u201d Based on the bidding behavior records of suppliers, this paper establishes supplier portraits in four dimensions. In order to solve the problem that the detection algorithm under the unlabeled data is difficult to verify, this research establishes a new evaluation framework based on the bid base price formula and benefit map database of the supplier. The experiment verifies that the framework can effectively detect most suppliers with abnormal bidding behavior and can significantly change the benchmark price after eliminating abnormal suppliers.<\/p>","DOI":"10.4018\/ijitwe.2021040104","type":"journal-article","created":{"date-parts":[[2021,3,29]],"date-time":"2021-03-29T10:11:03Z","timestamp":1617012663000},"page":"58-74","source":"Crossref","is-referenced-by-count":0,"title":["A Detector and Evaluation Framework of Abnormal Bidding Behavior Based on Supplier Portrait"],"prefix":"10.4018","volume":"16","author":[{"given":"Xinqiang","family":"Ma","sequence":"first","affiliation":[{"name":"College of Computer Science and Technology, Guizhou University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xuewei","family":"Li","sequence":"additional","affiliation":[{"name":"State Grid Zhejiang Procurement Company, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Baoquan","family":"Zhong","sequence":"additional","affiliation":[{"name":"Institute of Cyber-Systems and Control, Zhejiang University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Huang","sequence":"additional","affiliation":[{"name":"College of Artificial Intelligence, Chongqing University of Arts and Sciences, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ye","family":"Gu","sequence":"additional","affiliation":[{"name":"State Grid Zhejiang Procurement Company, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maonian","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Information Engineering, Huzhou University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yong","family":"Liu","sequence":"additional","affiliation":[{"name":"Institute of Cyber-Systems and Control, Zhejiang University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingyi","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Guizhou University, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","container-title":["International Journal of Information Technology and Web Engineering"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=275734","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T21:45:09Z","timestamp":1651873509000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJITWE.2021040104"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2021,4,1]]},"references-count":0,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2021,4]]}},"URL":"https:\/\/doi.org\/10.4018\/ijitwe.2021040104","relation":{},"ISSN":["1554-1045","1554-1053"],"issn-type":[{"value":"1554-1045","type":"print"},{"value":"1554-1053","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,4,1]]}}}