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Fast growth of mobile sensing technologies, like GPS in smart phones, made capturing position data in the form of trajectories easy. But detecting anomalous trajectories, which are grossly different from remaining trajectories, is a major challenge in the surveillance domain and a big data problem. In the present work, a novel density-based method has been proposed and implemented for detection of...
Detection of anomalous trajectories is an important problem in the surveillance domain. Various algorithms based on learning of normal trajectory patterns have been proposed for this problem. Yet, these algorithms typically suffer from one or more limitations: They are not designed for sequential analysis of incomplete trajectories or online learning based on an incrementally updated training set...
In a masquerade attack, an adversary who has stolen a legitimate user's credentials attempts to impersonate him to carry out malicious actions. Automatic detection of such attacks is often undertaken constructing models of normal behaviour of each user and then measuring significant departures from them. One potential vulnerability of this approach is that anomaly detection algorithms are generally...
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