Sparse coding based classifier ensembles in supervised and active learning scenarios for data classification

作者：

Highlights：

• Dictionary Learning has been used as a base classifier for classifier ensembles.

• Random subspace and bagging algorithms have been considered.

• Active Learning scenarios using dictionary ensembles have been evaluated.

摘要

•Dictionary Learning has been used as a base classifier for classifier ensembles.•Random subspace and bagging algorithms have been considered.•Active Learning scenarios using dictionary ensembles have been evaluated.

论文关键词：Active learning,Dictionary learning,Ensemble classifiers,Random subspace feature selection,Bagging

论文评审过程：Received 7 April 2017, Revised 24 June 2017, Accepted 9 September 2017, Available online 11 September 2017, Version of Record 18 September 2017.

论文官网地址：https://doi.org/10.1016/j.eswa.2017.09.024