Commentary: a decomposition of the outlier detection problem into a set of supervised learning problems

作者: Ye Zhu , Kai Ming Ting

DOI: 10.1007/S10994-016-5566-8

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摘要: This article discusses the material in relation to iForest (Liu et al. ACM Trans Knowl Discov Data 6(1):3, 2012) reported a recent Machine Learning Journal paper by Paulheim and Meusel (Mach Learn 100(2---3):509---531, 2015). It presents an empirical comparison result of using default parameter settings suggested its creator employed (2015). has impact on conclusion made

参考文章(9)
Heiko Paulheim, Robert Meusel, A decomposition of the outlier detection problem into a set of supervised learning problems Machine Learning. ,vol. 100, pp. 509- 531 ,(2015) , 10.1007/S10994-015-5507-Y
Janez Demšar, Statistical Comparisons of Classifiers over Multiple Data Sets Journal of Machine Learning Research. ,vol. 7, pp. 1- 30 ,(2006)
David M.J. Tax, Robert P.W. Duin, Support Vector Data Description Machine Learning. ,vol. 54, pp. 45- 66 ,(2004) , 10.1023/B:MACH.0000008084.60811.49
Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou, Isolation-Based Anomaly Detection ACM Transactions on Knowledge Discovery from Data. ,vol. 6, pp. 1- 39 ,(2012) , 10.1145/2133360.2133363
Bernhard Schölkopf, John C. Platt, John Shawe-Taylor, Alex J. Smola, Robert C. Williamson, Estimating the Support of a High-Dimensional Distribution Neural Computation. ,vol. 13, pp. 1443- 1471 ,(2001) , 10.1162/089976601750264965
Markus M. Breunig, Hans-Peter Kriegel, Raymond T. Ng, Jörg Sander, LOF: identifying density-based local outliers international conference on management of data. ,vol. 29, pp. 93- 104 ,(2000) , 10.1145/335191.335388
Andrew F. Emmott, Shubhomoy Das, Thomas Dietterich, Alan Fern, Weng-Keen Wong, Systematic construction of anomaly detection benchmarks from real data knowledge discovery and data mining. pp. 16- 21 ,(2013) , 10.1145/2500853.2500858
Tharindu Rukshan Bandaragoda, Isolation based anomaly detection: a re-examination Monash University. Faculty of Information Technology. Clayton School of Information Technology. ,(2015)
Kevin Bache, Moshe Lichman, UCI Machine Learning Repository University of California, School of Information and Computer Science. ,(2007)