Chenping Hou


Selected Research Topics


1. Feature Evaluating Learning

  • Incremental and decremental features

  • Feature Incremental Learning


2. Streaming Learning

  • Streaming Learning Methods in Feature Dynamic Scenario

  • Online Learning

  • Model Reusability


3. Weakly-supervised Learning

  • Label Shift

  • PU Learning

  • Label Distributuin Learning


4. Learning Theory & AI for Science

  • Physics-Informed Neural Network (PINN)

  • Clustering Learning Theory

  • Dynamic Feature Learning Theory


5. Multiview Learning

  • Multi-view Clustering

  • Incomplete View Learning


6. Feature Extraction/Selection

  • Feature Selection

  • Dimensionality Reduction