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  | | Advanced Data Mining and Applications 8th International Conference, ADMA 2012, Nanjing, China, December 15-18, 2012, Proceedings (Lecture Notes in ... / Lecture Notes in Artificial Intelligence) by Shuigeng Zhou, Songmao Zhang, George Karypis Paperback, 816 Pages, Published 2012 by Springer ISBN-13: 978-3-642-35526-4, ISBN: 3-642-35526-9 "This book constitutes the refereed proceedings of the 8th International Conference on Advanced Data Mining and Applications, ADMA 2012, held in Nanjing, China, in December 2012. The 32 regular papers and 32 short papers presented in this volume were carefully reviewed and selected from 168 submissions. They are organized in topical sections named: social media mining; clustering; machine learning: algorithms and applications; classifica ..." |
 | | Lecture Notes in Computer Science Advanced Data Mining and Applications : 8th International Conference, ADMA 2012, Nanjing, China, December 15-18, 2012, Proceedings 7713 by Shuigeng Zhou, Songmao Zhang, George Karypis 795 Pages, Published 2012 by Springer Science & Business Media ISBN-13: 978-3-642-35527-1, ISBN: 3-642-35527-7 "Therefore, in each learning iteration of feedback, the confidence of unlabeled data point xu can be evaluated using a criterion as: Exu = ∑ ( (yi−M(xi))2− (yi−M( xi))2 ) (18) xi∈XL here, M is the original semi-supervised regressor trained by the labeled dataset (X L ,yL) and unlabeled dataset XU, while M is the one re-trained by the new labeled dataset {(XL,yL) ∪ (xu,ˆyu} and unlabeled dataset {XU − xu}. Here xu is an unlabeled data ..." |
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