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Probabilistic Robotics by Sebastian Thrun, Wolfram Burgard, Dieter Fox (Hardcover, 2005)

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An introduction to the techniques and algorithms of the newest field in robotics. Building on the field of mathematical statistics, probabilistic robotics endows robots with a new level of robustness in real-world situations.