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Inductive Logic Programming

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Inductive logic programming (ILP) is a subfield of machine learning which uses logic programming as a uniform representation for examples, background knowledge and hypotheses. Given an encoding of the known background knowledge and a set of examples represented as a logical database of facts, an ILP system will derive a hypothesised logic program which entails all the positive and none of the negative examples.

Schema: positive examples + negative examples + background knowledge => hypothesis.

Inductive logic programming is particularly useful in bioinformatics and natural language processing. The term Inductive Logic Programming was first introduced[1] in a paper by Stephen Muggleton in 1991.

See alsoEdit

International Conferences on Inductive Logic ProgrammingEdit

Year Dates Location Chairs
2011 July 31 - Aug 3 Windsor Great Park, United Kingdom Stephen Muggleton, Hiroaki Watanabe
2010 June 27–30 Florence, Italy Paolo Frasconi, Francesca A. Lisi
2009 July 2–5 Leuven, Belgium, Katholieke Universiteit Leuven Hendrik Blockeel, Luc De Raedt
2008 September 10–12 Prague, Czech Republic, Czech Technical University Filip Zelezny, Nada Lavrac
2007 June 19–21 Corvallis, Oregon, USA, Oregon State University Jude Shavlik, Hendrik Blockeel, Prasad Tadepalli
2006 August 24–27 Santiago de Compostela, Spain Stephen Muggleton, Ramon Otero
2005 August 10–13 Bonn, Germany Stephan Kramer, Bernhard Pfahringer
2004 September 6–8 Porto, Portugal Ashwin Srinivasan, Ross King
2003 September 29-October 1 Szeged, Hungary Tamas Horváth, Akihiro Yamamoto
2002 July 9–11 Sydney, Australia Stan Matwin, Claude Sammut
2001 September 9–11 Strasbourg, France Celine Rouveirol, Michele Sebag
2000 July 24–27 London, England James Cussens, Alan Frisch
1999 June 24–27 Bled, Slovenia Saso Dzeroski, Peter Flach
1998 July 22–24 Madison, Wisconsin, USA C. David Page, Jr.
1997 September 17–20 Prague, Czech Republic Nada Lavrac, Saso Dzeroski
1996 August 26–28 Stockholm, Sweden Stephen Muggleton
1995 September 4–6 Leuven, Belgium Luc De Raedt
1994 September 12–14 Bonn, Germany Stefan Wrobel
1993 April 1–3 Bled, Slovenia Stephen Muggleton
1992 June 6–7 Tokyo, Japan Stephen Muggleton
1991 March 2–4 Viana do Castelo, Portugal Stephen Muggleton

Implementations Edit

References Edit

  1. Luc De Raedt. A Perspective on Inductive Logic Programming. The Workshop on Current and Future Trends in Logic Programming, Shakertown, to appear in Springer LNCS, 1999. doi:10.1.1.56.1790
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