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This paper investigates the incorporation of hidden conditional random fields (HCRF) as a discriminative statistical modeling technique into adaptive haptic guidance (HG) for physical human-robot interaction (pHRI). In this gesture-based HG approach, the knowledge and experience of experts are modeled to improve the unpredictable motions of novice trainees in a virtual minimally invasive surgery (MIS)...
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