Dagstuhl Seminar Proceedings 05051

Probabilistic, Logical and Relational Learning - Towards a Synthesis

L. D. Raedt, T. Dietterich, L. Getoor, S. H. Muggleton (Eds.)

published by LZI
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ISSN  1862 - 4405

Dagstuhl Seminar 05051, 30.01. - 04.02.2005
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Authors
  • Angelopoulos, Nicos
  • Cussens, James
  • De Raedt, Luc
  • Dietterich, Tom
  • Flach, Peter A.
  • Frasconi, Paolo
  • Getoor, Lise
  • Gyftodimos, Elias
  • Jaeger, Manfred
  • Jensen, David
  • Kameya, Yoshitaka
  • Kolobov, Andrey
  • Lloyd, John W.
  • Marthi, Bhaskara
  • Milch, Brian
  • Muggleton, Stephen H.
  • Neville, Jennifer
  • Ong, Daniel L.
  • Passerini, Andrea
  • Russell, Stuart
  • Sato, Taisuke
  • Scheffer, Tobias
  • Sears, Tim D.
  • Sontag, David

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    05051 Abstracts Collection -- Probabilistic, Logical and Relational Learning - Towards a Synthesis
    Authors: De Raedt, Luc ; Dietterich, Tom ; Getoor, Lise ; Muggleton, Stephen H.

    Abstract | Document (242 KB) | BibTeX

    05051 Executive Summary -- Probabilistic, Logical and Relational Learning - Towards a Synthesis
    Authors: De Raedt, Luc ; Dietterich, Tom ; Getoor, Lise ; Muggleton, Stephen H.

    Abstract | Document (30 KB) | BibTeX

    An Architecture for Rational Agents
    Authors: Lloyd, John W. ; Sears, Tim D.

    Abstract | Document (249 KB) | BibTeX

    BLOG: Probabilistic Models with Unknown Objects
    Authors: Milch, Brian ; Marthi, Bhaskara ; Russell, Stuart ; Sontag, David ; Ong, Daniel L. ; Kolobov, Andrey

    Abstract | Document (114 KB) | BibTeX

    Combining Bayesian Networks with Higher-Order Data Representations
    Authors: Gyftodimos, Elias ; Flach, Peter A.

    Abstract | Document (123 KB) | BibTeX

    Exploiting independence for branch operations in Bayesian learning of C&RTs
    Authors: Angelopoulos, Nicos ; Cussens, James

    Abstract | Document (306 KB) | BibTeX

    Importance Sampling on Relational Bayesian Networks
    Authors: Jaeger, Manfred

    Abstract | Document (171 KB) | BibTeX

    Kernels on Prolog Proof Trees:Statistical Learning in the ILP Setting
    Authors: Passerini, Andrea ; Frasconi, Paolo ; De Raedt, Luc

    Abstract | Document (362 KB) | BibTeX

    Learning through failure
    Authors: Sato, Taisuke ; Kameya, Yoshitaka

    Abstract | Document (151 KB) | BibTeX

    Leveraging relational autocorrelation with latent group models
    Authors: Neville, Jennifer ; Jensen, David

    Abstract | Document (233 KB) | BibTeX

    Multi-View Learning and Link Farm Discovery
    Authors: Scheffer, Tobias

    Abstract | Document (115 KB) | BibTeX

      




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