Has anyone been able to get a good accuracy on the dataset ? #1

by dushyant007 - opened

I wanted to ask if someone has been able to get a good accuracy on this dataset or not. I have tried CNN, NN, now i am trying LSTM , I really have not clue as to what should work on it ? I am not getting a good accuracy.

last 2023 paper claim "96.18 percent on MUSE signals and 71.60 percent on EPOC signals" https://pubmed.ncbi.nlm.nih.gov/37001511/

but worth reviewing all the papers that have explored the dataset here: https://arxiv.org/abs/2212.14746

if it help also this other paper "accuracy of 98.27% was achieved for the MBD dataset of 14 channel device EMOTIV EPOC+ and 89.62% on the MBD dataset of 5-channel EMOTIV Insight." https://link.springer.com/article/10.1007/s13369-022-07313-3

Also this new paper reached 94.8% but with a hardware based approach https://pubs.rsc.org/en/content/articlelanding/2023/MH/D3MH00759F

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