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

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By Sebastian Thrun, Wolfram Burgard, Dieter Fox. A robot is an uncertainty machine: its perception and decision-making capabilities must embed at their core the processes dealing with uncertainty. A 'muust have' textbook!