Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample Vicinity

Author:

Qin Chengxuan1ORCID,Yang Rui1ORCID,Huang Mengjie2ORCID,Liu Weibo3ORCID,Wang Zidong3ORCID

Affiliation:

1. School of Advanced Technology, Xi’an Jiaotong–Liverpool University, Suzhou, China

2. Design School, Xi’an Jiaotong–Liverpool University, Suzhou, China

3. Department of Computer Science, Brunel University London, Uxbridge, Middlesex, U.K

Funder

Jiangsu Provincial Qinglan Project

Science and Technology Program of Suzhou

Research Development Fund of Xi’an Jiaotong-Liverpool University

Natural Science Foundation of the Jiangsu Higher Education Institutions of China

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Biomedical Engineering,General Neuroscience,Internal Medicine,Rehabilitation

Reference58 articles.

1. Data augmentation generative adversarial networks;antoniou;Proc 6th Int Conf Learn Represent (ICLR),2017

2. Pipeline signal feature extraction method based on multi-feature entropy fusion and local linear embedding

3. Dropout: A simple way to prevent neural networks from overfitting;srivastava;J Mach Learn Res,2014

4. Random Erasing Data Augmentation

5. A review: data driven-based fault diagnosis and RUL prediction of petroleum machinery and equipment

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