Example-based robust outlier detection in high dimensional datasets

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2005, Pages 829-832

  Zhu, Cui ^a   Kitagawa, Hiroyuki ^a   Faloutsos, Christos ^b  

^a UNIVERSITY OF TSUKUBA   (Japan)

^b Carnegie Mellon University

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; PROBLEM SOLVING;

DATASETS; OUTLIERS;

DATA STRUCTURES;

EID: 34548588734     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2005.59     Document Type: Conference Paper

References (12)

1. Charu C. Aggarwal and Philip S. Yu. Outlier Detection for High Dimensional Data. In Proc. SIGMOD Conf., 2001.
2. K. A. De Jong. Analysis of the Behavior of a Class of Genetic Adaptive Systems. Ph. D. Dissertation, University of Michigan, Ann Arbor, MI, 1975.
3. D. E. Goldberg. Genetic Algorithms in Search, Optimization and Machine Learning. Addison Wesley, Reading, MA, 1989.
4. A. K. Jain, M. N. Murty, and P. J. Flynn. Data Clustering: a Review. ACM Comp. Surveys, 31(3):264-323, 1999.
5. E. M. Knorr and R. T. Ng. Algorithms for Mining Distance-Based Outliers in Large Datasets. In Proc. VLDB, pp. 392-403, 1998.
6. K. Beyer, J. Goldstein, R. Ramakrishnan, and U. Shaft. When is Nearest Neighbors Meaningful?. In Proc. of the Int. Conf. Database Theories, pp. 217-235, 1999.
7. http://www.ics.uci.edu/~mlearn/MLRepository.html
8. M. M. Breunig, H. P. Kriegel, R. T. Ng, and J. Sander. LOF: Identifying Density-Based Local Outliers. In Proc. SIGMOD Conf., pp. 93-104, 2000.
9. S. Papadimitriou, H. Kitagawa, P. B. Gibbons, and C. Faloutsos. LOCI: Fast Outlier Detection Using the Local Correlation Integral. In Proc. ICDE, pp. 315-326, 2003.
10. T. Johnson, I. Kwok, and R. T. Ng. Fast Computation of 2-Dimensional Depth Contours. In Proc. KDD, pp. 224-228,1998.
11. V. Barnett and T. Lewis. Outliers in Statistical Data. John Wiley and Sons, 1994.
12. C. Zhu, H. Kitagawa, S. Papadimitriou, and C. Faloutsos. OBE: Outlier by Example. In Proc. PAKDD. pp. 222-234, 2004.