Introduction -- Literature Survey: Autonomous Compliant Motion -- Literature Survey: Bayesian Probability Theory -- Kalman Filters for Nonlinear Systems -- The Non-Minimal State Kalman Filter -- Contact Modelling -- Geometrical Parameter Estimation and CF Recognition -- Experiment: A Cube-In-Corner Assembly -- Task Planning with Active Sensing -- General Conclusions.This monograph focuses on ho…