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Inductive Logic Programming Book

Inductive Logic Programming
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  • Inductive Logic Programming
  • Written by author Stephen Muggleton
  • Published by Elsevier Science & Technology Books, July 1992
  • 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 inclu
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Authors

Inductive logic programming for natural language processing3
An initial experiment into stereochemistry-based drug design using inductive logic programming25
Applying ILP to diterpene structure elucidation from [superscript 13]C NMR spectra41
Analysis and prediction of piano performances using inductive logic programming55
Noise detection and elimination applied to noise handling in a KRK chess endgame72
Feature construction with inductive logic programming: A study of quantitative predictions of biological activity aided by structural attributes89
Polynomial-time learning in logic programming and constraint logic programming105
Analyzing and learning ECG waveforms127
Learning rules that classify ocular fundus images for glaucoma diagnosis146
A new design and implementation of Progol by bottom-up computation163
Inductive logic program synthesis with DIALOGS175
Relational knowledge discovery in databases199
Efficient [theta]-subsumption based on graph algorithms212
Integrity Constraints in ILP using a Monte Carlo approach229
Restructuring chain datalog programs245
Top-down induction of logic programs from incomplete samples265
Least generalizations under implication285
Efficient proof encoding299
Learning logic programs with random classification noise315
Handling quantifiers in ILP337
Learning from positive data358
[lambda]-subsumption and its application to learning from positive-only examples377
Author Index397


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