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Titlebook: Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video; Olga Isupova Book 2018 Springer International Publishing A

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Dynamic Hierarchical Dirichlet Process,topics is determined by the data. The application of the model for behaviour analysis and anomaly detection in video is considered in detail, however, the proposed model is not limited to this application.
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Change Point Detection with Gaussian Processes,n, which can be used for behaviour analysis (where periods between change points are considered as different behaviours) and anomaly detection (where a change is considered as a break point between normal and abnormal behaviours). In the proposed framework changes are considered as functional breaks in input data.
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Background,In this chapter a review of related works is provided. Presented concepts and methods are used as a basis for the main contributions given in the later chapters.
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