Closed-loop deep brain stimulation based on a stream-clustering system

作者:

Highlights:

• A closed-loop deep brain stimulation system is presented.

• Neural connectivity features are explored to improve classification.

• A stream clustering approach is proposed.

• Performance of the proposed model achieves a 100% of accuracy.

摘要

•A closed-loop deep brain stimulation system is presented.•Neural connectivity features are explored to improve classification.•A stream clustering approach is proposed.•Performance of the proposed model achieves a 100% of accuracy.

论文关键词:Clustering,Data stream mining (DSM),Expert system,Deep brain stimulation (DBS),Parkinson’s disease (PD),Neural engineering

论文评审过程:Received 21 October 2018, Revised 14 February 2019, Accepted 17 February 2019, Available online 18 February 2019, Version of Record 25 February 2019.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.02.024