--- a +++ b/README.md @@ -0,0 +1,29 @@ +# EEG Classifier based on DEAP database + +## This repo only include code to proceed DEAP data, no data from DEAP contained! + +For access of DEAP dataset, please sign EULA and send a request to DEAP team: http://www.eecs.qmul.ac.uk/mmv/datasets/deap/download.html + +## Dependency +* python >= 3.5 +* numpy +* pyEEG: https://github.com/forrestbao/pyeeg, need manual fix of source code, refers to issue: https://github.com/forrestbao/pyeeg/issues/26 +* scikit-learn +* tensorflow-gpu + +## ERD/ERS analysis +Fast Fourier Transformation: +* Windows size = 2 sec +* Windows step = 0.125 sec + +## Model attempted +* Support Vector Machine +* Adaboost +* Random Forest +* Artificial neural network + +## Best AC rate of Classification on Arousal, Valence, Domaince, Like dimension +* Arousal/Not: 82.6% +* Valence/Not: 83.6% +* Domaince/Not: 81.9% +* Like/Not: 85.1%