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Comparative Evaluation of Approaches to Propositionalization (2003)  (Make Corrections)  (2 citations)
M.-A. Krogel, S. Rawles, F. Zelezny, P. A. Flach, N. Lavrac, S. Wrobel



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Abstract: Propositionalization has already been shown to be a particularly promising approach for robustly and effectively handling relational data sets for knowledge discovery. In this paper, we compare up-to-date methods for propositionalization from two main groups: logic-oriented and databaseoriented techniques. Experiments using several learning tasks - both ILP benchmarks and tasks from recent international data mining competitions - show that both groups have their specific advantages.... (Update)

Cited by:   More
Good and Bad Practices in Propositionalisation - Nicolas Lachiche Lsiit   (Correct)
KYBERNET I KA --- VOLUME x x ( x x x x ) , NUMBER.. -..   (Correct)

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0.2:   Local Patterns: Theory and Practice of Constraint-Based.. - Lavrac, Zelezny..   (Correct)
0.2:   Efektivn Prevod Multirelacn Databaze Na Jednorelacn - Reprezentaci Filip Zelezny   (Correct)

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BibTeX entry:   (Update)

M. A. Krogel, S. Rawles, F. Zelezny, P. A. Flach, N. Lavrac, and S. Wrobel. Comparative evaluation of approaches to propositionalization. In Proceedings of the 13th Int. Conference on Inductive Logic Programming. Springer-Verlag, 2003. http://citeseer.ist.psu.edu/article/krogel03comparative.html   More

@misc{ krogel03comparative,
  author = "M. Krogel and S. Rawles and F. Zelezny and P. Flach and N. Lavrac and S.
    Wrobel",
  title = "Comparative evaluation of approaches to propositionalization",
  text = "M. A. Krogel, S. Rawles, F. Zelezny, P. A. Flach, N. Lavrac, and S. Wrobel.
    Comparative evaluation of approaches to propositionalization. In Proceedings
    of the 13th Int. Conference on Inductive Logic Programming. Springer-Verlag,
    2003.",
  year = "2003",
  url = "citeseer.ist.psu.edu/article/krogel03comparative.html" }
Citations (may not include all citations):
2177   Programs for Machine Learning (context) - Quinlan - 1993
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33   Feature construction with inductive logic programming: A stu.. - Srinivasan, King - 1996
28   BC: A first-order Bayesian classifier - Flach, Lachiche - 1999
20   Transformation-Based Learning Using Multirelational Aggregat.. (context) - Krogel, Wrobel - 2001
10   RSD: Relational subgroup discovery through first-order featu.. - Lavrac, Zelezny et al. - 2002
10   An extended transformation approach to Inductive Logic Progr.. - Lavrac, Flach - 2001
9   Bottom-up propositionalization - Kramer, Frank - 2000
9   Pattern Recognition as Rule-guided Inference (context) - Michalski - 1980
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7   Lazy propositionalisation for Relational Learning - Alphonse, Rouveirol - 2000

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