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Abstract: . In this paper, we describe two different learning tasks for relational structures. When learning a classifier for structures, the relational structures in the training sets are classified as a whole. Contrarily, when learning a context dependent classifier for elementary objects, the elementary objects of the relational structures in the training set are classified. We investigate the question how such classifications can be induced automatically from a given training set containing... (Update)
Context of citations to this paper: More
.... a complex structure often cannot be described as fixed length feature vectors without losing important structural information (see [15, 16, 17]) In machine learning, these objects often are represented in a logical framework (see [1, 26] for an overview) Inductive Logic...
.... complex structure often cannot be described as fixed length feature vectors without losing important structural information (see [13, 14, 15]) In machine learning, these objects often are represented in a logical framework (see [1, 23] for an overview) Inductive Logic...
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BibTeX entry: (Update)
P. Geibel and F. Wysotzki. Relational learning with decision trees. In Proc. Twelfth European Conference on Artificial Intelligence (ECAI-96), pages 428--432, 1996. http://citeseer.ist.psu.edu/geibel96relational.html More
@inproceedings{ geibel96relational,
author = "Peter Geibel and Fritz Wysotzki",
title = "Relational Learning with Decision Trees",
booktitle = "European Conference on Artificial Intelligence",
pages = "428-432",
year = "1996",
url = "citeseer.ist.psu.edu/geibel96relational.html" }
Citations (may not include all citations):1359 Induction of Decision Trees (context) - Quinlan - 1986
65 The application of Inductive Logic Programming to finite ele.. - Dolsak, Muggleton - 1992
54 Learning Conjunctive Concepts in Structural Domains (context) - Haussler - 1989
37 Inductive Logic Programming (context) - Lavrac - 1994
24 Applications of a logical discovery engine - Dehaspe, van Laer et al. - 1994
14 Lernfahige Klassifizierungssysteme (context) - Unger, Wysotzki - 1981
10 Knowledge Discovery in a Database of Mutagenic Chemicals (context) - King, Sternberg et al. - 1995
8 number 558 in Lecture Notes in Mathematics (context) - Weisfeiler, Construction et al. - 1976
8 Concept Learning by Structured Examples - An Algebraic Appro.. (context) - Wysotzki, Kolbe et al. - 1981
4 Zum Nachweis der Isomorphie von endlichen Graphen (context) - Tinhofer - 1976
2 Induction of Context DependentConcepts (context) - Geibel, Wysotzki - 1995
2 A graph theoretic approach for representation and classifica.. (context) - Sobik, Sommerfeld - 1982
1 Begriffslernen fur strukturierte Objekte (Concept Learning f.. (context) - Geibel, Schadler et al. - 1995
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