A comparative study on concept drift detectors
作者：
Highlights：
• We evaluated eight different concept drift detectors.
• A 2k factorial design was used to indicate the best parameters for each method.
• Tests compared accuracy, evaluation time, false alarm and miss detection rates.
• A Mahalanobis distance is proposed as a metric to compare drift methods.
• DDM was the method that presented the best average results in all tested datasets.
摘要
•We evaluated eight different concept drift detectors.•A 2k factorial design was used to indicate the best parameters for each method.•Tests compared accuracy, evaluation time, false alarm and miss detection rates.•A Mahalanobis distance is proposed as a metric to compare drift methods.•DDM was the method that presented the best average results in all tested datasets.
论文关键词：Data streams,Time-changing data,Concept drift detectors,Comparison
论文评审过程：Available online 19 July 2014.
论文官网地址：https://doi.org/10.1016/j.eswa.2014.07.019
