Unsupervised Multivariate Time-Series Transformers for Seizure Identification on EEG.
Ilkay Yildiz PotterGeorge ZerveasCarsten EickhoffDominique DuncanPublished in: ICMLA (2022)
Keyphrases
- multivariate time series
- eeg signals
- brain activity
- eeg data
- multivariate time series data
- unsupervised learning
- dimension reduction
- temporal data
- epileptic seizures
- semi supervised
- temporal patterns
- categorical data
- brain computer interface
- phase space reconstruction
- signal processing
- feature selection
- spatial structure
- dimensionality reduction
- supervised learning
- data structure
- image sequences