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Abstract: We describe a system that allows one to rapidly implement a variety of biases for inductive logic programming; this is an especially suitable area for rapid prototyping, as a number of different restrictions on logic programs have been proposed. Our prototyping system is an extension of the Grendel learning system, which accepts two inputs: a set of examples of the concept to be learned, and an explicit description of the desired bias, expressed in a "bias representation language". Rapid... (Update)
Context of citations to this paper: More
...this task. The search for a clause is, in addition, constrained by means of a definite clause grammar (DCG) in some ways similar to [5]. Extensive experiments were carried out with the system that implements this method. Special attention was paid to the problem of synthesis...
.... language biases like ij determinacy [ Muggleton and Feng, 1992 ] a generalization of ADGs called augmented ADGs has been proposed [ Cohen, 1993 ] Augmented ADGs are analogous to definite clause grammars [ Sterling and Shapiro, 1986 ] Grendel2 is an extension of Grendel...
Cited by: More
The Difficulties of Learning Logic Programs with Cut - Bergadano (1993) (Correct)
A Unifying View of Knowledge Representation for.. - Bowers, Giraud-Carrier, .. (2000) (Correct)
Representing Biases for Inductive Logic Programming - Tausend (1994) (Correct)
Active bibliography (related documents): More All
0.9: Pac-Learning a Restricted Class of Recursive Logic Programs - Cohen (1993) (Correct)
0.9: Learning the CLASSIC Description Logic: Theoretical and.. - Cohen, Hirsh (1994) (Correct)
0.7: The Dual DFA Learning Problem: Hardness Results for Programming by .. - Cohen (1996) (Correct)
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1.3: Pac-learning Nondeterminate Clauses - William Cohen Att (1994) (Correct)
0.4: BRL: A database-oriented language to embed in HTML and other.. - Lewis, Vance (Correct)
0.4: Grammatically Biased Learning: Learning Horn Theories Using an.. - Cohen (1991) (Correct)
Related documents from co-citation: More All
9: Learning Logical Definitions from Relations (context) - Quinlan - 1990
6: Controlling the complexity of learning in logic through syntactic and task-orien.. - Kietz, Wrobel - 1992
4: Algorithmic Program Debugging (context) - Shapiro - 1983
BibTeX entry: (Update)
Cohen, W. W. (1993). Rapid prototyping of ILP systems using explicit bias. Submitted to the 1993 IJCAI workshop on ILP. http://citeseer.ist.psu.edu/cohen93rapid.html More
@inproceedings{ cohen93rapid,
author = "Cohen, W.W.",
title = "Rapid Prototyping of {ILP} Systems Using Explicit Bias",
booktitle = "Proceedings of the {IJCAI}-93 Workshop on Inductive Logic Programming",
publisher = "Morgan Kaufmann",
editor = "Bergadano, F. and De Raedt, L. and Matwin, S. and Muggleton, S.",
pages = "24-35",
year = "1993",
url = "citeseer.ist.psu.edu/cohen93rapid.html" }
Citations (may not include all citations):492 Learning logical definitions from relations (context) - Quinlan - 1990
45 Grammatically biased learning: learning logic programs using.. (context) - William, Cohen - 1991 DBLP
41 Determinate literals in inductive logic programming (context) - Quinlan - 1991
18 Learnability of restricted logic programs - William, Cohen - 1993
14 Cryptographic limitations on learning one-clause logic progr.. - William, Cohen - 1993
10 Compiling knowledge into an explicit bias (context) - William, Cohen - 1992
6 Stephen Muggleton and Cao Feng (context) - Feng - 1992
5 Michael Pazzani and Dennis Kibler (context) - Kibler - 1992
3 Nada Lavrac and Saso Dzeroski (context) - Dzeroski - 1992
3 Jorg-Uwe Kietz and Stephan Wrobel (context) - Wrobel - 1992
2 Michael Pazzani and Clifford Brunk (context) - Brunk - 1991
1 Bradley Richards and Ray Mooney (context) - Mooney - 1992
1 Luc De Raedt and Maurice Bruynooghe (context) - Bruynooghe - 1992
1 Saso Dzeroski and N (context) - Lavrac - 1991
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://portal.research.bell-labs.com/orgs/ssr/people/wcohen/pubs.html): More
Text Categorization and Relational Learning - Cohen (1995) (Correct)
Compiling Prior Knowledge Into an Explicit Bias - Cohen (1992) (Correct)
Adaptive Mapping and Navigation by Teams of Simple Robots - Cohen (1996) (Correct)
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