A Unified Subspace Outlier Ensemble Framework for Outlier Detection

作者: Zengyou He , Shengchun Deng , Xiaofei Xu

DOI: 10.1007/11563952_56

关键词:

摘要: This paper proposes a unified framework for outlier detection in high dimensional spaces from an ensemble-learning viewpoint. Moreover, to demonstrate the usefulness of our framework, we developed very simple and fast algorithm, namely SOE1, which only subspaces with one dimension is used mining outliers large categorical datasets. Experimental results superiority SOE1 algorithm.

参考文章(9)
Lisha Ma, Stratis D. Viglas, Meng Li, Qian Li, Stream Operators for Querying Data Streams Advances in Web-Age Information Management. pp. 404- 415 ,(2005) , 10.1007/11563952_36
Simon Hawkins, Hongxing He, Graham Williams, Rohan Baxter, Outlier Detection Using Replicator Neural Networks data warehousing and knowledge discovery. pp. 170- 180 ,(2002) , 10.1007/3-540-46145-0_17
Zengyou He, Xiaofei Xu, Shengchun Deng, Discovering cluster-based local outliers Pattern Recognition Letters. ,vol. 24, pp. 1641- 1650 ,(2003) , 10.1016/S0167-8655(03)00003-5
Charu C. Aggarwal, Philip S. Yu, Outlier detection for high dimensional data international conference on management of data. ,vol. 30, pp. 37- 46 ,(2001) , 10.1145/375663.375668
Zengyou He, Xiaofei Xu, Joshua Zhexue Huang, Shengchun Deng, Mining class outliers: concepts, algorithms and applications in CRM Expert Systems With Applications. ,vol. 27, pp. 681- 697 ,(2004) , 10.1016/J.ESWA.2004.07.002
Zengyou He, Xiaofei Xu, Joshua Zhexue Huang, Shengchun Deng, A Frequent Pattern Discovery Method for Outlier Detection web age information management. pp. 726- 732 ,(2004) , 10.1007/978-3-540-27772-9_80
Sridhar Ramaswamy, Rajeev Rastogi, Kyuseok Shim, Efficient algorithms for mining outliers from large data sets international conference on management of data. ,vol. 29, pp. 427- 438 ,(2000) , 10.1145/335191.335437
C. Merz, UCI Repository of Machine Learning Databases University of California, Department of Information. ,(1996)
Charu C. Aggarwal, Philip S. Yu, Outlier detection for high dimensional data ACM SIGMOD Record. ,vol. 30, pp. 37- 46 ,(2001) , 10.1145/376284.375668