A novel method for EEG based automated eyes state classification using recurrence plots and machine learning approach.
Ashima KhoslaPadmavati KhandnorTrilok ChandPublished in: Concurr. Comput. Pract. Exp. (2022)
Keyphrases
- machine learning
- classification method
- machine learning methods
- support vector machine
- classification accuracy
- support vector machine svm
- pattern recognition
- decision trees
- pattern classification
- unsupervised learning
- model selection
- benchmark data sets
- preprocessing
- similarity measure
- feature extraction
- fully automatic
- statistical methods
- pairwise
- classification process
- detection method
- classification scheme
- feature subset
- training samples
- supervised classification
- eeg signals
- classification procedure
- cross validation
- machine learning algorithms
- clustering method
- data sets
- feature set
- knn
- significant improvement
- training set
- support vector
- neural network