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Overview of Logic-based Learning in Germany (1998)  (Make Corrections)  
Katharina Morik



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Abstract: ; T 6j= e \Gamma Goal: a hypothesis H that fulfills the following conditions: 8e+ 2 E + ; T [ H j= e + , 8e \Gamma 2 E \Gamma ; T [ H 6j= e \Gamma , T [ E 6j= :H, T [ H 6j= 2. In this talk, the different aspects of machine learning will be elaborated with respect to logicbased learning, using our own work for illustration. First, a paradigm of integrating machine learning into knowledge acquisition is presented. Second, logic-oriented learning is sketched. Two learning algorithms, RDT... (Update)

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BibTeX entry:   (Update)

@misc{ morik-overview,
  author = "Katharina Morik",
  title = "Overview of Logic-based Learning in Germany",
  url = "citeseer.ist.psu.edu/morik98overview.html" }
Citations (may not include all citations):
441   Queries and concept learning (context) - Angluin - 1988
271   Efficient induction of logic programs - Muggleton, Feng - 1992
190   Inductive inference: Theory and methods (context) - Angluin, Smith - 1983
68   Controlling the complexity of learning in logic through synt.. - Kietz, Wrobel - 1991
61   Knowledge Acquisition and Machine Learning - Theory (context) - Morik, Wrobel et al.
47   A polynomial approach to the constructive induction of struc.. (context) - Kietz, Morik - 1993
23   Balanced cooperative modeling - Morik - 1993
18   Completing logic programs by inverse resolution (context) - Wirth - 1989
16   Sloppy modeling (context) - Morik - 1989
14   the proper definition of minimality in specialization and th.. - Wrobel - 1993
14   Learning action-oriented perceptual features for robot navig.. - Morik, Rieger - 1993
12   Automatic representation adjustment in an observational disc.. (context) - Wrobel - 1988
11   The discovery of the equator or concept driven learning (context) - Emde, Habel et al. - 1983
11   What online machine learning can do for knowledge acquisitio.. - Sommer, Morik et al. - 1992
11   Some lower bounds for the computational complexity of induct.. - Kietz - 1993
7   A bootstrapping approach to conceptual clustering (context) - Morik, Kietz - 1989
4   Incremental and reversible acquisition of taxonomies (context) - Kietz - 1988
4   Mental models of the day/night cycle (context) - Vosniadou, Brewer - 1993
3   Applications of machine learning (context) - Morik - 1992
3   Knowledgeable learning using MOBAL - a case study on a medic.. (context) - Morik, Potamias et al.
3   Abstraktion von Inferenzstrukturen in MOBAL (context) - Klingspor - 1991
1   MLTalgorithms applied to design for manufacture - a case stu.. (context) - Parsons, Puzey - 1992
1   Logic program forms (context) - Yokomori - 1986
1   Intelligent machinery - a heretical theory (context) - Turing - 1959

Documents on the same site (http://www-ai.informatik.uni-dortmund.de/FORSCHUNG/downloadable.html):   More
Learning Action-oriented Perceptual Features for Robot Navigation - Morik, Rieger (1993)   (Correct)
Learning to Guide a Robot via Perceptions - Rieger (1996)   (Correct)
Inferring Probabilistic Automata from Sensor Data for Robot.. - Rieger (1995)   (Correct)

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