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In this way, the problem of high-dimensional data classification is transformed into a 1D classification problem. By alternating interpolation and averaging on the multiple 1D manifolds, the labeled sample set of the data can enlarge gradually. Obviously, proper metric facilitates more accurate embedding and further helps improve the classification performance. We develop a SR-based metric, which measures the affinity between samples more accurately than the common Euclidean distance. The experimental results on several databases show the effectiveness of the improvement.<\/jats:p>","DOI":"10.1142\/s0219691319500139","type":"journal-article","created":{"date-parts":[[2018,12,26]],"date-time":"2018-12-26T01:12:41Z","timestamp":1545786761000},"page":"1950013","source":"Crossref","is-referenced-by-count":3,"title":["Semi-supervised learning using autodidactic interpolation on sparse representation-based multiple one-dimensional embedding"],"prefix":"10.1142","volume":"17","author":[{"given":"Hao","family":"Deng","sequence":"first","affiliation":[{"name":"Faculty of Information Technology, Macau University of Science and Technology, Macau, P. R. China"}]},{"given":"Chao","family":"Ma","sequence":"additional","affiliation":[{"name":"Faculty of Information Technology, Macau University of Science and Technology, Macau, P. R. China"}]},{"given":"Lijun","family":"Shen","sequence":"additional","affiliation":[{"name":"Faculty of Information Technology, Macau University of Science and Technology, Macau, P. R. China"}]},{"given":"Chuanwu","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, P. R. China"}]}],"member":"219","published-online":{"date-parts":[[2019,5,31]]},"reference":[{"key":"S0219691319500139BIB001","doi-asserted-by":"crossref","DOI":"10.1515\/9781400841103","volume-title":"The Travelling Salesman Problem: A Computational Study","author":"Applegate D. L.","year":"2007"},{"issue":"1","key":"S0219691319500139BIB002","first-page":"2399","volume":"7","author":"Belkin M.","year":"2006","journal-title":"J. Mach. Learn. 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