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With the interview correlation, a concept factorization\u2013based multiview clustering method is developed for data integration, and the adaptive method correlates the affinity weights of all views. This method differs from nonnegative matrix factorization\u2013based clustering methods in that it can be applicable to data sets containing negative values. Experiments are conducted to demonstrate the effectiveness of the proposed method in comparison with state-of-the-art approaches in terms of accuracy, normalized mutual information, and purity.<\/jats:p>","DOI":"10.1162\/neco_a_01055","type":"journal-article","created":{"date-parts":[[2018,1,18]],"date-time":"2018-01-18T00:39:05Z","timestamp":1516235945000},"page":"1080-1103","source":"Crossref","is-referenced-by-count":53,"title":["Adaptive Structure Concept Factorization for Multiview Clustering"],"prefix":"10.1162","volume":"30","author":[{"given":"Kun","family":"Zhan","sequence":"first","affiliation":[{"name":"School of Information Science and Engineering, Lanzhou University, Lanzhou, Gansu 730000, China"}]},{"given":"Jinhui","family":"Shi","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Lanzhou University, Lanzhou, Gansu 730000, China"}]},{"given":"Jing","family":"Wang","sequence":"additional","affiliation":[{"name":"Faculty of Science and Technology, Bournemouth University, Bournemouth BH125BB, U.K."}]},{"given":"Haibo","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Lanzhou University, Lanzhou, Gansu 730000, China"}]},{"given":"Yuange","family":"Xie","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Lanzhou University, Lanzhou, Gansu 730000, China"}]}],"member":"281","reference":[{"key":"B1","first-page":"89","volume-title":"Advances in neural information processing systems","volume":"17","author":"Balcan M. 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