publication . Preprint . 2018

GLAD: GLocalized Anomaly Detection via Active Feature Space Suppression

Das, Shubhomoy; Doppa, Janardhan Rao;
Open Access English
  • Published: 02 Oct 2018
Abstract
Comment: 6 pages, added more details on the equations, and made the texts in the figure larger
Subjects
ACM Computing Classification System: ComputingMethodologies_PATTERNRECOGNITION
free text keywords: Computer Science - Machine Learning, Statistics - Machine Learning
Related Organizations
Download from

[1] Charu C. Aggarwal and Saket Sathe. Outlier Ensembles. Springer, 2017.

[2] Shubhomoy Das, Weng-Keen Wong, Thomas G. Dietterich, Alan Fern, and Andrew Emmott. Incorporating expert feedback into active anomaly discovery. In IEEE ICDM, 2016.

[3] Shubhomoy Das, Md Rakibul Islam, Nitthilan Kannappan Jayakodi, and Janardhan Rao Doppa. Active anomaly detection via ensembles. arXiv:1809.06477, 2018. [Online; accessed 19-Sep-2018].

[4] Daniel Jimenez. Dynamically weighted ensemble neural networks for classification. In In Proceedings of the 1998 International Joint Conference on Neural Networks, pages 753-756, 1998.

[5] Tomáš Pevny. Loda: Lightweight on-line detector of anomalies. Machine Learning, 102(2):275-304, 2015.

[6] Kalyan Veeramachaneni, Ignacio Arnaldo, Alfredo Cuesta-Infante, Vamsi Korrapati, Costas Bassias, and Ke Li. Ai2: Training a big data machine to defend. IEEE International Conference on Big Data Security, 2016.

Abstract
Comment: 6 pages, added more details on the equations, and made the texts in the figure larger
Subjects
ACM Computing Classification System: ComputingMethodologies_PATTERNRECOGNITION
free text keywords: Computer Science - Machine Learning, Statistics - Machine Learning
Related Organizations
Download from

[1] Charu C. Aggarwal and Saket Sathe. Outlier Ensembles. Springer, 2017.

[2] Shubhomoy Das, Weng-Keen Wong, Thomas G. Dietterich, Alan Fern, and Andrew Emmott. Incorporating expert feedback into active anomaly discovery. In IEEE ICDM, 2016.

[3] Shubhomoy Das, Md Rakibul Islam, Nitthilan Kannappan Jayakodi, and Janardhan Rao Doppa. Active anomaly detection via ensembles. arXiv:1809.06477, 2018. [Online; accessed 19-Sep-2018].

[4] Daniel Jimenez. Dynamically weighted ensemble neural networks for classification. In In Proceedings of the 1998 International Joint Conference on Neural Networks, pages 753-756, 1998.

[5] Tomáš Pevny. Loda: Lightweight on-line detector of anomalies. Machine Learning, 102(2):275-304, 2015.

[6] Kalyan Veeramachaneni, Ignacio Arnaldo, Alfredo Cuesta-Infante, Vamsi Korrapati, Costas Bassias, and Ke Li. Ai2: Training a big data machine to defend. IEEE International Conference on Big Data Security, 2016.

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