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Inductive logic programming : 6th International Workshop, ILP-96, Stockholm, Sweden, August 26-28, 1996 : selected papers / Stephen Muggleton, (ed.).

By: Contributor(s): Material type: TextTextSeries: Lecture notes in computer science ; 1314. | Lecture notes in computer science. Lecture notes in artificial intelligence.Publication details: Berlin ; New York : Springer, ©1997.Description: 1 online resource (viii, 396 pages) : illustrationsContent type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9783540695837
  • 3540695834
Other title:
  • ILP-96
Subject(s): Genre/Form: Additional physical formats: Print version:: Inductive logic programming.DDC classification:
  • 005.1/15 21
LOC classification:
  • QA76.63
Other classification:
  • 54.51
Online resources:
Contents:
Inductive logic programming for natural language processing / Raymond J. Mooney -- An initial experiment into stereochemistry-based drug design using inductive logic programming / Stephen Muggleton, David Page and Ashwin Srinivasan -- Applying ILP to diterpene structure elucidation from ¹³C NMR spectra / Sas̆o Dz̆eroski [and others] -- Analysis and prediction of piano performances using inductive logic programming / Erika Van Baelen and Luc De Raedt -- Noise detection and elimintion applied to noise handling in a KRK chess endgame / Dragan Gamberger and Nada Lavrac̆ -- Feature construction with inductive logic programming : a study of quantitative predictions of biological activity aided by structural attributes / Ashwin Srinivasan and Ross D. King -- Polynomial-time learning in logic programming and constraint logic programming / Michèle Sebag and Céline Rouveirol -- Analyzing and learning ECG waveforms / Gabriella Kókai, Zoltán Alexin and Tibor Gyimóthy -- Learning rules that classify ocular fundus images for glaucoma diagnosis / Fumio Mizoguchi [and others] -- A new design and implementation of Progol by bottom-up computation / Hiroshi Fujita [and others] -- Inductive logic program synthesis with DIALOGS / Pierre Flener -- Relational knowledge discovery in databases / Hendrik Blockeel and Luc De Raedt -- Efficient [theta]-subsumption based on graph algorithms / Tobias Scheffer, Ralf Herbrich and Fritz Wysotzki -- Integrity constraints in ILP using a Monte Carlo approach / Alípio Jorge and Pavel B. Brazdil -- Restructuring chain datalog programs / Anke Rieger -- Top-down induction of logic programs from incomplete samples / Nobuhiro Inuzuka [and others] -- Least generalizations under implication / Shan-Hwei, Nienhuys-Cheng and Ronald de Wolf -- Efficient proof encoding / Uros̆ Pompe -- Learning logic programs with random classification noise / Tamás Horváth, Robert H. Sloan and György Turán -- Handling quantifiers in ILP / M.-Elisabeth Goncalves -- Learning from positive data / Stephen Muggleton -- [gamma]-subsumption and its application to learning from positive-only examples / Zdravko Markov.
Summary: This book constitutes the strictly refereed post-workshop proceedings of the 6th International Workshop on Inductive Logic Programming, ILP-96, held in Stockholm, Sweden, in August 1996. The 21 full papers were carefully reviewed and selected for inclusion in the book in revised version. Also included is the invited contribution "Inductive logic programming for natural language processing" by Raymond J. Mooney. Among the topics covered are natural language learning, drug design, NMR and ECG analysis, glaucoma diagnosis, efficiency measures for implementations and database interaction, program synthesis, proof encoding and learning in the absence of negative data, and least generalizations under implication ordering
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Title from PDF title page (SpringerLink, viewed June 12, 2009).

Includes bibliographical references and index.

Inductive logic programming for natural language processing / Raymond J. Mooney -- An initial experiment into stereochemistry-based drug design using inductive logic programming / Stephen Muggleton, David Page and Ashwin Srinivasan -- Applying ILP to diterpene structure elucidation from ¹³C NMR spectra / Sas̆o Dz̆eroski [and others] -- Analysis and prediction of piano performances using inductive logic programming / Erika Van Baelen and Luc De Raedt -- Noise detection and elimintion applied to noise handling in a KRK chess endgame / Dragan Gamberger and Nada Lavrac̆ -- Feature construction with inductive logic programming : a study of quantitative predictions of biological activity aided by structural attributes / Ashwin Srinivasan and Ross D. King -- Polynomial-time learning in logic programming and constraint logic programming / Michèle Sebag and Céline Rouveirol -- Analyzing and learning ECG waveforms / Gabriella Kókai, Zoltán Alexin and Tibor Gyimóthy -- Learning rules that classify ocular fundus images for glaucoma diagnosis / Fumio Mizoguchi [and others] -- A new design and implementation of Progol by bottom-up computation / Hiroshi Fujita [and others] -- Inductive logic program synthesis with DIALOGS / Pierre Flener -- Relational knowledge discovery in databases / Hendrik Blockeel and Luc De Raedt -- Efficient [theta]-subsumption based on graph algorithms / Tobias Scheffer, Ralf Herbrich and Fritz Wysotzki -- Integrity constraints in ILP using a Monte Carlo approach / Alípio Jorge and Pavel B. Brazdil -- Restructuring chain datalog programs / Anke Rieger -- Top-down induction of logic programs from incomplete samples / Nobuhiro Inuzuka [and others] -- Least generalizations under implication / Shan-Hwei, Nienhuys-Cheng and Ronald de Wolf -- Efficient proof encoding / Uros̆ Pompe -- Learning logic programs with random classification noise / Tamás Horváth, Robert H. Sloan and György Turán -- Handling quantifiers in ILP / M.-Elisabeth Goncalves -- Learning from positive data / Stephen Muggleton -- [gamma]-subsumption and its application to learning from positive-only examples / Zdravko Markov.

This book constitutes the strictly refereed post-workshop proceedings of the 6th International Workshop on Inductive Logic Programming, ILP-96, held in Stockholm, Sweden, in August 1996. The 21 full papers were carefully reviewed and selected for inclusion in the book in revised version. Also included is the invited contribution "Inductive logic programming for natural language processing" by Raymond J. Mooney. Among the topics covered are natural language learning, drug design, NMR and ECG analysis, glaucoma diagnosis, efficiency measures for implementations and database interaction, program synthesis, proof encoding and learning in the absence of negative data, and least generalizations under implication ordering

English.

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