Research

Current Research Areas

  • Machine Learning and Pattern Recognition

    • Probabilistic learning and inference
    • Kernel methods
    • Deep Learning, esp. Multimodal Deep Networks

  • Computer Vision and Multimedia Computing

    • Visual Scene Understanding
    • Video Analysis and Understanding
    • Multimodal Data Analysis

  • Data Mining and Analytics - Knowledge Representation and Aggregation

    • Discovery of trustworthy knowledge
    • Multi-source knowledge aggregation
    • Heterogeneous network analysis