Merit-guided dynamic feature selection filter for data streams

作者:

Highlights:

• DISCUSS tracks the discriminative power of features in streams.

• DISCUSS is the first dynamic feature selection algorithm for data streams.

• DISCUSS shows interesting results in both synthetic and real-world data.

摘要

•DISCUSS tracks the discriminative power of features in streams.•DISCUSS is the first dynamic feature selection algorithm for data streams.•DISCUSS shows interesting results in both synthetic and real-world data.

论文关键词:Data stream classification,Feature selection,Concept drift

论文评审过程:Received 28 June 2018, Revised 7 August 2018, Accepted 12 September 2018, Available online 13 September 2018, Version of Record 20 September 2018.

论文官网地址:https://doi.org/10.1016/j.eswa.2018.09.031