Concepedia

Electrocorticography based motor imagery movements classification using long short-term memory (LSTM) based on deep learning approach

Mamunur Rashid, Minarul Islam, Norizam Sulaiman, Bifta Sama Bari, Ripon K. Saha, Md Jahid Hasan

SN Applied Sciences · 2020 · 32 citations · 11 references

Open access

Concepts

ComputingComputer ScienceNeuroscienceMachine LearningMotor ControlNeural EngineeringDeep LearningElectroencephalographyLong-term MemoryMotor CortexNeural NetworksShort-term MemoryDeep Learning For Eeg AnalysisDeep Learning-based ClassificationLong Short-term Memory NetworksMotor Imagery AnalysisMotor Imagery ClassificationMotor Imagery DecodingRecurrent Neural Networks

References

11

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

A brain–computer interface using electrocorticographic signals in humans

Eric C. Leuthardt, Gerwin Schalk, Jonathan R. Wolpaw et al. · Journal of Neural Engineering · 2004 · 1.2K citations

Engineering, Bioengineering, Neuroscience +16

The BCI competition III: validating alternative approaches to actual BCI problems

Benjamin Blankertz, K. Müller, Dean J. Krusienski et al. · IEEE Transactions on Neural Systems and Rehabilitation Engineering · 2006 · 919 citations · Full text

Computing, Computer Science, Neuroscience +17

EEG Classification of Motor Imagery Using a Novel Deep Learning Framework

Mengxi Dai, Dezhi Zheng, Rui Na et al. · Sensors · 2019 · 231 citations · Full text

Computing, Biomedical Engineering, Computer Science +17

Brain wave classification using long short-term memory network based OPTICAL predictor

Shiu Kumar, Alok Sharma, Tatsuhiko Tsunoda · Scientific Reports · 2019 · 129 citations · Full text

Engineering, Computer Science, Neuroscience +17