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Thin Junction Tree Filters for Simultaneous Localization and Mapping (2003)  (Make Corrections)  (23 citations)
Mark A. Paskin



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Abstract: Simultaneous Localization and Mapping (SLAM) is a fundamental problem in mobile robotics: while a robot navigates in an unknown environment, it must incrementally build a map of its surroundings and, at the same time, localize itself within that map. One popular solution is to treat SLAM as an estimation problem and apply the Kalman filter; this approach is elegant, but it does not scale well: the size of the belief state and the time complexity of the filter update both grow... (Update)

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Bounding Uncertainty in EKF-SLAM: - The Robocentric Local   (Correct)
Landmark Selection for Vision-Based Navigation - Pablo Sala Student (2006)   (Correct)
Distributed Localization of Networked Cameras - Stanislav Funiak Carlos (2006)   (Correct)

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0.6:   Thin Junction Tree Filters for Simultaneous Localization and.. - Paskin   (Correct)
0.4:   Thin Junction Tree Filters for . . . - Paskin (2003)   (Correct)
0.3:   Simultaneous Localization and Mapping - Mark Paskin Report   (Correct)

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12:   FastSLAM: A factored solution to the simultaneous localization and mapping probl.. - Montemerlo, Thrun et al. - 2002
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BibTeX entry:   (Update)

M.A. Paskin. Thin junction tree filters for simultaneous localization and mapping. IJCAI-03. http://citeseer.ist.psu.edu/paskin03thin.html   More

@misc{ paskin-thin,
  author = "M. Paskin",
  title = "Thin junction tree filters for simultaneous localization and mapping",
  text = "M.A. Paskin. Thin junction tree filters for simultaneous localization and
    mapping. IJCAI-03.",
  url = "citeseer.ist.psu.edu/paskin03thin.html" }
Citations (may not include all citations):
144   Probabilistic Networks and Expert Systems (context) - Cowell, Dawid et al. - 1999
113   Tractable inference for complex stochastic processes - Boyen, Koller - 1998
99   Estimating uncertain spatial relationships in robotics (context) - Smith, Self et al. - 1990
55   FastSLAM: A factored solution to the simultaneous localizati.. - Montemerlo, Thrun et al. - 2002
44   Robotic mapping: A survey - Thrun - 2002
23   Thin junction tree filters for simultaneous localization and.. - Paskin - 2002
15   Exploiting the architecture of dynamic systems - Boyen, Koller - 1999
11   Gaussian markov distributions over finite graphs (context) - Speed, Kiiveri - 1986
11   Simultaneous localization and mapping with sparse extended i.. (context) - Thrun, Koller et al. - 2002
9   Clustering without (context) - Draper - 1995
5   Probabilistic map learning: Necessity and difficulties (context) - ebert, e-Brezetz et al. - 1996



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Documents on the same site (http://www.cs.berkeley.edu/~paskin/pubs/index.html):   More
Sample Propagation - Paskin (2003)   (Correct)
Robust Probabilistic Inference in Distributed Systems - Mark Paskin Computer (2004)   (Correct)
Thin Junction Tree Filters for . . . - Paskin (2003)   (Correct)

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