Streaming#
The frouros.detectors.concept_drift.streaming
module contains streaming concept drift detection algorithms.
Concept drift streaming detection methods init.
Change Detection#
Concept drift change detection methods’ init.
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BOCD (Bayesian Online Change Detection) [adams2007bayesian] detector. |
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BOCD (Bayesian Online Change Detection) [adams2007bayesian] configuration. |
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CUSUM [page1954continuous] detector. |
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CUSUM [page1954continuous] configuration. |
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Geometric Moving Average [robertst1959control] detector. |
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Geometric Moving Average [robertst1959control] configuration. |
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Page Hinkley [page1954continuous] detector. |
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Page Hinkley [page1954continuous] configuration. |
Statistical Process Control#
Concept drift SPC (statistical process control) detection methods’ init.
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DDM (Drift detection method) [gama2004learning] detector. |
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DDM (Drift detection method) [gama2004learning] configuration. |
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ECDDWT (EWMA Concept Drift Detection Warning) [ross2012exponentially] detector. |
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ECDDWT (EWMA Concept Drift Detection Warning) [ross2012exponentially] configuration. |
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EDDM (Early drift detection method) [baena2006early] detector. |
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EDDM (Early drift detection method) [baena2006early] configuration. |
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HDDM-A (Hoeffding's drift detection method with A-Test) [frias2014online] detector. |
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HDDM-A (Hoeffding's drift detection method A-Test) [frias2014online] configuration. |
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HDDM-W (Hoeffding's drift detection method with W-Test) [frias2014online] detector. |
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HDDM-W (Hoeffding's drift detection method W-Test) [frias2014online] configuration. |
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RDDM (Reactive Drift detection method) [barros2017rddm] detector. |
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RDDM (Reactive Drift detection method) [barros2017rddm] configuration. |
Window Based#
Concept drift window based detection methods’ init.
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ADWIN (ADaptive WINdowing) [bifet2007learning] detector. |
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ADWIN (ADaptive WINdowing) [bifet2007learning] configuration. |
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KSWIN (Kolmogorov-Smirnov Windowing) [raab2020reactive] detector. |
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KSWIN (Kolmogorov-Smirnov Windowing) [raab2020reactive] configuration. |
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STEPD (Statistical test of equal proportions) [nishida2007detecting] detector. |
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STEPD (Statistical test of equal proportions) [nishida2007detecting] configuration. |