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    Probabilistic robotics / Sebastian Thrun, Wolfram Burgard, Dieter Fox.

    • Title:Probabilistic robotics / Sebastian Thrun, Wolfram Burgard, Dieter Fox.
    •    
    • Author/Creator:Thrun, Sebastian, 1967-
    • Other Contributors/Collections:Burgard, Wolfram.
      Fox, Dieter.
    • Published/Created:Cambridge, Mass. : MIT Press, ©2005.
    • Holdings

       
    • Library of Congress Subjects:Robotics.
      Probabilities.
    • Description:xx, 647 p. : ill. ; 24 cm.
    • Series:Intelligent robotics and autonomous agents.
    • Notes:Includes bibliographical references (pages [607]-638) and index.
    • ISBN:0262201623 (alk. paper)
      9780262201629 (alk. paper)
    • Contents:Machine generated contents note: 1. Introduction
      2. Recursive state estimation
      3. Gaussian filters
      4. Nonparametric filters
      5. Robot motion
      6. Robot perception
      7. Mobile robot localization : Markov and Gaussian
      8. Mobile robot localization : grid and Monte Carlo
      9. Occupancy grid mapping
      10. Simultaneous localization and mapping
      11. GraphSLAM algorithm
      12. sparse extended information filter
      13. FastSLAM algorithm
      14. Markov decision processes
      15. Partially observable Markov decision processes
      16. Approximate POMDP techniques.
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