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Titlebook: Robot Learning; Jonathan H. Connell,Sridhar Mahadevan Book 1993 Kluwer Academic Publishers 1993 Navigation.algorithms.artificial intellige

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Uncertainty in Graph-Based Map Learning, learn the spatial layout of its environment for navigation purposes. For this problem it is useful to represent the interaction of the robot with its environment as a deterministic finite automaton. In map learning the states correspond to.the inputs to robot actions (navigation procedures), and th
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Real Robots, Real Learning Problems,that many concurrent, complementary, and redundant learning methods are necessary. We propose a division of learning styles into four main types based on the amount of built-in structure and the type of information being learned. Using this classification, we discuss the effectiveness of various lea
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Real Robots, Real Learning Problems, on the amount of built-in structure and the type of information being learned. Using this classification, we discuss the effectiveness of various learning methodologies when applied in a real robot context.
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Knowledge-Based Training of Artificial Neural Networks for Autonomous Robot Driving,hicle In a Neural Network). It presents the neural network architecture and training techniques that allow ALVINN to drive in a variety of circumstances including single-lane paved and unpaved roads, multilane lined and unlined roads, and obstacle-ridden on-and off-road environments, at speeds of up to 55 miles per hour.
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Memory-based Reinforcement Learning: Converging with Less Data and Less Real Time,eeps and to guide the exploration of state-space. We compare Prioritized Sweeping with other reinforcement learning schemes for a number of different stochastic optimal control problems. It successfully solves large state-space real time problems with which other methods have difficulty.
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Jonathan H. Connell,Sridhar Mahadevandulate these micturition and continence areas. The micturition reflex has three phases: (1) pre-micturition phase during realization of a safe environment; (2) relaxation phase during relaxation of the external urethral sphincter; and (3) contraction phase during contraction of the detrusor muscle.
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