Less is more: Selecting the right benchmarking set of data for time series classification

作者:

Highlights:

• Complementary landscape analysis of time-series datasets.

• Selecting unbiased benchmark datasets portfolio for comparison study.

• Bootstrapping evaluation for reproducible statistical outcomes.

摘要

•Complementary landscape analysis of time-series datasets.•Selecting unbiased benchmark datasets portfolio for comparison study.•Bootstrapping evaluation for reproducible statistical outcomes.

论文关键词:Benchmarking,Time-series analysis,Landscape analysis,Datasets selection

论文评审过程:Received 22 November 2021, Revised 11 January 2022, Accepted 8 March 2022, Available online 18 March 2022, Version of Record 25 March 2022.

论文官网地址:https://doi.org/10.1016/j.eswa.2022.116871