{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,3]],"date-time":"2026-02-03T17:17:40Z","timestamp":1770139060197,"version":"3.49.0"},"reference-count":71,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2024,7,15]],"date-time":"2024-07-15T00:00:00Z","timestamp":1721001600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"MOE (Ministry of Education in China) Project of Humanities and Social Sciences","award":["21YJA630094"],"award-info":[{"award-number":["21YJA630094"]}]},{"name":"MOE (Ministry of Education in China) Project of Humanities and Social Sciences","award":["31513110812"],"award-info":[{"award-number":["31513110812"]}]},{"name":"MOE (Ministry of Education in China) Project of Humanities and Social Sciences","award":["2722021BX017"],"award-info":[{"award-number":["2722021BX017"]}]},{"name":"Fundamental Research Funds for the Central Universities","award":["21YJA630094"],"award-info":[{"award-number":["21YJA630094"]}]},{"name":"Fundamental Research Funds for the Central Universities","award":["31513110812"],"award-info":[{"award-number":["31513110812"]}]},{"name":"Fundamental Research Funds for the Central Universities","award":["2722021BX017"],"award-info":[{"award-number":["2722021BX017"]}]},{"name":"Fundamental Research Funds for the Central Universities, Zhongnan University of Economics and Law","award":["21YJA630094"],"award-info":[{"award-number":["21YJA630094"]}]},{"name":"Fundamental Research Funds for the Central Universities, Zhongnan University of Economics and Law","award":["31513110812"],"award-info":[{"award-number":["31513110812"]}]},{"name":"Fundamental Research Funds for the Central Universities, Zhongnan University of Economics and Law","award":["2722021BX017"],"award-info":[{"award-number":["2722021BX017"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Standards play significant roles in the development of technology and economics, while the cooperation between drafters directly determines the quality of standard systems. The cooperation prediction is a significant while challenging problem for seeking new cooperation chances between drafting units due to their differences in experience and professional ability. In this study, an integrated artificial intelligence method is proposed for cooperation prediction using the link prediction method, text analysis, and network modeling. Specifically, we develop a multi-layer standard network formed by standard citation relationships and cooperation relationships between drafters. Then, a set of novel metrics is designed for predicting the cooperation between drafters considering the knowledge, experience, and professional capability. These metrics are further integrated into a neural network to improve the prediction accuracy. The priorities of our method in terms of prediction accuracy are verified with realistic data of Chinese environmental health standards. The prediction results provide strong support for the selection of drafters and further optimize the structure of standard systems.<\/jats:p>","DOI":"10.3390\/systems12070257","type":"journal-article","created":{"date-parts":[[2024,7,15]],"date-time":"2024-07-15T14:15:49Z","timestamp":1721052949000},"page":"257","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["An Integrated Method for Cooperation Prediction in Complex Standard Networks"],"prefix":"10.3390","volume":"12","author":[{"given":"Feiteng","family":"Yi","sequence":"first","affiliation":[{"name":"School of Business Administration, Zhongnan University of Economics and Law, Wuhan 430073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xuan","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Business Administration, Zhongnan University of Economics and Law, Wuhan 430073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiali","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Business Administration, Zhongnan University of Economics and Law, Wuhan 430073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1738-2047","authenticated-orcid":false,"given":"Yongchang","family":"Wei","sequence":"additional","affiliation":[{"name":"School of Business Administration, Zhongnan University of Economics and Law, Wuhan 430073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2024,7,15]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Brunsson, N., and Jacobsson, B. 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