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Traditional approaches either focus on mining one information source or linearly combining results from both sources, which fails to effectively fuse the information. This paper introduces a practical collaborative learning approach that explores the multi-dimensional attribute characteristics of nodes to facilitate community division. By leveraging graphical matrix decomposition, the proposed algorithm, CDGMF, improves the effectiveness and robustness of community detection. Experimental results demonstrate the method\u2019s ability to effectively utilize node attribute information for guiding community detection, resulting in higher-quality community divisions. <\/jats:p>","DOI":"10.1142\/s0218126624500804","type":"journal-article","created":{"date-parts":[[2023,8,20]],"date-time":"2023-08-20T04:40:51Z","timestamp":1692506451000},"source":"Crossref","is-referenced-by-count":10,"title":["Node Multi-Attribute Network Community Healthcare Detection Based on Graphical Matrix Factorization"],"prefix":"10.1142","volume":"33","author":[{"given":"Ali","family":"Alferaidi","sequence":"first","affiliation":[{"name":"College of Computer Science and Engineering, University of Hail, Hail, Saudi Arabia"}]},{"given":"Kusum","family":"Yadav","sequence":"additional","affiliation":[{"name":"College of Computer Science and Engineering, University of Hail, Hail, Saudi Arabia"}]},{"given":"Safia","family":"Yasmeen","sequence":"additional","affiliation":[{"name":"Department of Software Engineering, Alfaisal University, Riyadh, Saudi Arabia"}]},{"given":"Yasser","family":"Alharbi","sequence":"additional","affiliation":[{"name":"College of Computer Science and Engineering, University of Hail, Hail, Saudi Arabia"}]},{"given":"Wattana","family":"Viriyasitavat","sequence":"additional","affiliation":[{"name":"Business Information Technology Division, Department of Statistics, Faculty of Commerce and Accountancy, Chulalongkorn University, Bangkok, Thailand"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6343-5197","authenticated-orcid":false,"given":"Gaurav","family":"Dhiman","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon"},{"name":"University Centre for Research and Development, Department of Computer Science and Engineering, Chandigarh University, Gharuan 140413, Mohali, India"},{"name":"Department of Computer Science and Engineering, Graphic Era Deemed to be University, Dehradun 248002, India"},{"name":"Division of Research and Development, Lovely Professional University, Phagwara, India"},{"name":"School of Sciences and Emerging Technologies, Jagat Guru Nanak Dev Punjab State Open University, Patiala 147001, Punjab, India"}]},{"given":"Amandeep","family":"Kaur","sequence":"additional","affiliation":[{"name":"University Centre for Research and Development, Department of Computer Science and Engineering, Chandigarh University, Gharuan 140413, Mohali, India"},{"name":"Department of Computer Science and Engineering, Graphic Era Deemed to be University, Dehradun 248002, India"}]}],"member":"219","published-online":{"date-parts":[[2023,9,22]]},"reference":[{"key":"S0218126624500804BIB001","first-page":"148","volume-title":"2018 Sixth Int. 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