Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning

Chun-Kai Huang, Yi-Hsien Hsieh, Ta-Jung Chien +5

Multivariate time series (MTS) data, when sampled irregularly and asynchronously, often present extensive missing values. Conventional methodologies for MTS analysis tend to rely o…