2 papers
cs.LG2025
Exact Recovery of Non-Random Missing Multidimensional Time Series via Temporal Isometric Delay-Embedding Transform
Hao Shu, Jicheng Li, Yu Jin +1
Non-random missing data is a ubiquitous yet undertreated flaw in multidimensional time series, fundamentally threatening the reliability of data-driven analysis and decision-making…
cs.LG2025
Guaranteed Multidimensional Time Series Prediction via Deterministic Tensor Completion Theory
Hao Shu, Jicheng Li, Yu Jin +1
In recent years, the prediction of multidimensional time series data has become increasingly important due to its wide-ranging applications. Tensor-based prediction methods have ga…