Computer Science ›› 2018, Vol. 45 ›› Issue (10): 155-159.doi: 10.11896／j.issn.1002-137X.2018.10.029
• Information Security • Previous Articles Next Articles
XU Dong, WANG Yan-jun, MENG Yu-long, ZHANG Zi-ying
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| [1]AGGARWAL C C.Outlier analysis [M].Berlin:Springer,2013. [2]KNORR E M,NG R T.Algorithms for minning distance based outliers in large datasets[C]∥Proceedings of the 24th International Conference on Very Large Databases.1998:392-403. [3]BREUNING M M,KRIEGEL H P,NG R T,et al.LoF:Indentifying density-based local outliers[J].ACM SIGMOD Record,2000,29(2):93-104. [4]HE Z,XU X,DENG S.Discovering cluster-based local outliers[J].Pattern Recognition Letters,2003,24(9):1641-1650. [5]ROUSSEEUW P J,DRIESSEN K V.A fast algorithm for the minimum covariance determinant estimator[J].Technometrics,1999,41(3):212-223. [6]LIU F T,TING K M,ZHOU Z H.Isolation-based Anomaly Detection[J].ACM Transactions on Knowledge Discovery from Data,2012,6(1):1556-4681. [7]VINH N X,CHAN J,ROMANO S,et al.Discovering outlying aspects in large datasets[J].Data Mining & KnowledgeDisco-very,2016,30(6):1520-1555. [8]DING Z.An anomaly detection approach based on isolation fo- rest algorithm for streaming data using sliding window[C]∥Proceedings of the 3rd IFAC International Conference on Intelligent Control and Automation Science.2013:12-17. [9]YU X,TANG L A,HAN J W.Filtering and refinement:a two-stage approach for efficient and effective anomaly detection[C]∥IEEE International Conference on Data Mining.2009:617-626. [10]ARYAL S,TING K M,WELLS J R,et al.Improving iForest with Relative Mass [J].Advances in Knowledge Discovery and Data Minning,2014,8444(2):510-521. [11]HOU Y X,DUAN L,QIN J L,et al.Parallel Detection Design Based on Isolation Forest [J].Journal of Computer Engineering and Science,2017,39(2):236-244.(in Chinese) 侯泳旭,段磊,秦江龙,等.基于Isolation Forest的并行化异常探测设计[J].计算机工程与科学,2017,39(2):236-244. [12]PREISS B R.Data Structures and Algorithms with Object Orien- ted Design Patterns in Java[M].New Jersey:Wiley,1999. [13]WANG B,WANG S Y.A New Test Case Generation and Reduction Algorithm Based on Simulated Annealing[J].Computer Applications and Software,2013,30(2):78-81.(in Chinese) 王博,王曙燕.一种新的基于模拟退火的测试用例生成与约简算法[J].计算机应用与软件,2013,30(2):78-81. [14]WANG C Y,LIU Z,WANG H B.An Algorithm for Exception Data Mining Based on OPTICS and IncLOF [J].Journal of Tianjin University of Science and Technology,2015,6(31):14-18.(in Chinese) 王传玉,刘震,王怀彬.一种基于OPTICS和IncLOF的异常数据挖掘算法[J].天津理工大学学报,2015,6(31):14-18. [15]KELLER F,MULLER E,BOHM K.HiCS:High contrast subspaces for density-based outlier ranking [C]∥Proceedings of IEEE International Conference on Data Engineering.2012:1037-1048. [16]BRADLEY A P.The Use of the Area under the ROC Curve in the Evaluation of Machine Learning Algorithms[J].Pattern Recognition,1997,30(7):1145-1159. [17]FAWCETT T.An Introduction to ROC Analysis[J].Pattern Recognition Letters,2006,27(8):861-874. |
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