3 papers
cs.CV2025
Hyperspectral Anomaly Detection Fused Unified Nonconvex Tensor Ring Factors Regularization
Wenjin Qin, Hailin Wang, Hao Shu +5
In recent years, tensor decomposition-based approaches for hyperspectral anomaly detection (HAD) have gained significant attention in the field of remote sensing. However, existing…
cs.LG2025
Robust Tensor Completion via Gradient Tensor Nulclear L1-L2 Norm for Traffic Data Recovery
Hao Shu, Jicheng Li, Tianyv Lei +1
In real-world scenarios, spatiotemporal traffic data frequently experiences dual degradation from missing values and noise caused by sensor malfunctions and communication failures.…
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…