Abstract
This chapter introduces the notion of outlier and its essential properties. It presents a characterization of outliers based on their size, diversity and role in a given context. It also provides a theoretical perspective on the significance of outliers along with the practical need for their detection.
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References
Aggarwal, C.C.: Outlier Analysis. Spinger, New York, USA (2013)
Chandola, V., Banerjee, A., Kumar, V.: Anomaly detection: a survey. ACM Comput. Surv. 41(3) (2009)
Cortes, C., Vapnik, V.N.: Support vector networks. Mach. Learn. 20(3), 273–297 (1995)
Gladwell, M.: Outliers: The Story of Success. Allen Lane - Penguin Books, Great Britain (2008)
Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques, 3rd edn. Morgan Kaufmann (2011)
Hawkins, D.: Identification of Outliers. Chapman and Hall, London (1980)
Jain, A.K.: Data clustering: 50 years beyond K-means. Pattern Recognit. Lett. 31, 651–666 (2010)
Manning, C.D., Raghavan, P., Schutze, H.: Introduction to Information Retrieval. Cambridge University Press (2008)
Senator, T.E., Goldberg, H.G., Memory, A.: Distinguishing the unexplainable from the merely unusual: adding explanations to outliers to discover and detect significant complex rare events. In: KDD Workshop on Outlier Detection and Description. ACM, Chicago, IL, USA (2013)
Zhuang, H., Wang, C., Tao, F., Kaplan, L.M., Han, J.: Identifying semantically deviating outlier documents. In: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, EMNLP, pp. 2748–2757. Copenhagen, Denmark (2017)
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Ranga Suri, N.N.R., Murty M, N., Athithan, G. (2019). Introduction. In: Outlier Detection: Techniques and Applications. Intelligent Systems Reference Library, vol 155. Springer, Cham. https://doi.org/10.1007/978-3-030-05127-3_1
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DOI: https://doi.org/10.1007/978-3-030-05127-3_1
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