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RDDM: Reactive drift detection method
Expert Systems with Applications, 2017Abstract Concept drift detectors are online learning software that mostly attempt to estimate the drift positions in data streams in order to modify the base classifier after these changes and improve accuracy. This is very important in applications such as the detection of anomalies in TCP/IP traffic and/or frauds in financial transactions.
Roberto S.M. Barros +3 more
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Drift Detection Using Stream Volatility
2015Current methods in data streams that detect concept drifts in the underlying distribution of data look at the distribution difference using statistical measures based on mean and variance. Existing methods are unable to proactively approximate the probability of a concept drift occurring and predict future drift points.
David Tse Jung Huang +3 more
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Drift Detection and Correction Post-Tracking
ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020Accurate object tracking is a challenging problem due to numerous factors, that may cause the tracker to drift away from the target object. Typically, the output of a tracker is a bounding box (BB); such BB may not well discriminate the object from its background and may not be centered correctly around the object.
Tarek Ghoniemy, Maria A. Amer
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Learning with Local Drift Detection
2006Most of the work in Machine Learning assume that examples are generated at random according to some stationary probability distribution. In this work we study the problem of learning when the distribution that generates the examples changes over time. We present a method for detection of changes in the probability distribution of examples.
João Gama, Gladys Castillo
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Concept Drift Detection Delay Index
IEEE Transactions on Knowledge and Data Engineering, 2022Anjin Liu +4 more
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Integrative oncology: Addressing the global challenges of cancer prevention and treatment
Ca-A Cancer Journal for Clinicians, 2022Jun J Mao,, Msce +2 more
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