The topics of interest are:
- Dimensionality reduction in anthropomorphic design: mechanical and motor synergies
- Model of reduced dimensions learned from humans for control simplification of high degrees of freedom devices
- Synergy-based learning and control strategies
- Learning visual representations for perception-action systems
- Learning grasping and manipulation from tactile information
- Vision and force integration for autonomous control of manipulation systems
- Dynamic movement primitives
- Imitation learning and Reinforcement learning