Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series.
Sindhu TipirneniChandan K. ReddyPublished in: ACM Trans. Knowl. Discov. Data (2022)
Keyphrases
- multivariate time series
- chronic hepatitis
- multivariate data
- multivariate time series data
- sparse data
- high dimensional
- medical databases
- clinical practice
- dynamic time warping
- fuzzy logic
- fault diagnosis
- sequential data
- change point detection
- patient data
- clinical data
- stock market
- regression model
- neural network
- financial time series
- subsequence matching
- clinically relevant
- granger causality
- non stationary
- data mining