Efficient kNN Classification With Different Numbers of Nearest Neighbors
作者： Shichao Zhang , Xuelong Li , Ming Zong , Xiaofeng Zhu , Ruili Wang
DOI: 10.1109/TNNLS.2017.2673241
关键词:
摘要: … This paper proposes a kTree method to learn different optimal k values for different test/new … the kNN classification. Specifically, in the training stage, kTree method first learns optimal k …
210.72.148.106参考文章(63)
Debo Cheng, Shichao Zhang, Zhenyun Deng, Yonghua Zhu, Ming Zong, kNN Algorithm with Data-Driven k Value advanced data mining and applications. pp. 499- 512 ,(2014) , 10.1007/978-3-319-14717-8_39
Xiaofeng Zhu, Heung-Il Suk, Dinggang Shen, Multi-modality canonical feature selection for Alzheimer's disease diagnosis. medical image computing and computer-assisted intervention. ,vol. 17, pp. 162- 169 ,(2014) , 10.1007/978-3-319-10470-6_21
Xiaofeng Zhu, Heung-Il Suk, Dinggang Shen, A novel multi-relation regularization method for regression and classification in AD diagnosis. medical image computing and computer-assisted intervention. ,vol. 17, pp. 401- 408 ,(2014) , 10.1007/978-3-319-10443-0_51
Zhi-Hua Zhou, Ensemble Methods: Foundations and Algorithms ,(2012)
Jian Hou, Huijun Gao, Qi Xia, Naiming Qi, Feature Combination and the kNN Framework in Object Classification IEEE Transactions on Neural Networks. ,vol. 27, pp. 1368- 1378 ,(2016) , 10.1109/TNNLS.2015.2461552
Xiaofeng Zhu, Jilian Zhang, Chengqi Zhang, Shichao Zhang, Cost-sensitive imputing missing values with ordering national conference on artificial intelligence. pp. 1922- 1923 ,(2007)
Shichao Zhang, Ming Zong, Ke Sun, Yue Liu, Debo Cheng, Efficient kNN Algorithm Based on Graph Sparse Reconstruction advanced data mining and applications. pp. 356- 369 ,(2014) , 10.1007/978-3-319-14717-8_28
Shichao Zhang, Shell-neighbor method and its application in missing data imputation Applied Intelligence. ,vol. 35, pp. 123- 133 ,(2011) , 10.1007/S10489-009-0207-6
Shiliang Sun, Rongqing Huang, An adaptive k-nearest neighbor algorithm fuzzy systems and knowledge discovery. ,vol. 1, pp. 91- 94 ,(2010) , 10.1109/FSKD.2010.5569740
Xiaofeng Zhu, Shichao Zhang, Zhi Jin, Zili Zhang, Zhuoming Xu, Missing Value Estimation for Mixed-Attribute Data Sets IEEE Transactions on Knowledge and Data Engineering. ,vol. 23, pp. 110- 121 ,(2011) , 10.1109/TKDE.2010.99