TY - BOOK AU - Thrun,Sebastian AU - Burgard,Wolfram AU - Fox,Dieter ED - M.I.T. Press TI - Probabilistic robotics T2 - Intelligent robotics and autonomous agents series SN - 0262201623 AV - TJ211 .T575 2005 PY - 2005/// CY - Cambridge, Massachusetts PB - The MIT Press KW - Robotics KW - Probabilities N1 - Includes bibliographical references (pages 607-638) and index; -- Recursive state estimation; -- Gaussian filters; -- Robot motion; -- Robot perception; -- Mobile robot localization : Markov and Gaussian; -- Mobile robot localization : grid and Monte Carlo; -- Occupancy grid mapping; -- Simultaneous localization and mapping; -- The graphSLAM algorithm; -- The sparse extended information filter; -- The fastSLAM algorithm; -- Markov decision processes; -- Partially observable Markov decision processes; -- Approximate POMDP techniques; -- Exploration N2 - Probablistic robotics is a growing area in the subject, concerned with perception and control in the face of uncertainty and giving robots a level of robustness in real-world situations. This book introduces techniques and algorithms in the field ER -