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9783540005674

Inductive Logic Programming : Revised Papers of the 12th International Conference, ILP 2002, Sydney, Australia, July 9-11, 2002

by ; ;
  • ISBN13:

    9783540005674

  • ISBN10:

    3540005676

  • Format: Paperback
  • Copyright: 2003-04-01
  • Publisher: Springer Verlag
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Summary

This book constitutes the thoroughly refereed post-proceedings of the 12th International Conference on Inductive Logic Programming, ILP 2002, held in Sydney, Australia in July 2002.The 22 revised full papers presented were carefully selected during two rounds of reviewing and revision from 45 submissions. Among the topics addressed are first order decision lists, learning with description logics, bagging in ILP, kernel methods, concept learning, relational learners, description logic programs, Bayesian classifiers, knowledge discovery, data mining, logical sequences, theory learning, stochastic logic programs, machine discovery, and relational pattern discovery.

Table of Contents

Propositionalization for Clustering Symbolic Relational Descriptionsp. 1
Efficient and Effective Induction of First Order Decision Listsp. 17
Learning with Feature Description Logicsp. 32
An Empirical Evaluation of Bagging in Inductive Logic Programmingp. 48
Kernels for Structured Datap. 66
Experimental Comparison of Graph-Based Relational Concept Learning with Inductive Logic Programming Systemsp. 84
Autocorrelation and Linkage Cause Bias in Evaluation of Relational Learnersp. 101
Learnability of Description Logic Programsp. 117
1BC2: A True First-Order Bayesian Classifierp. 133
RSD: Relational Subgroup Discovery through First-Order Feature Constructionp. 149
Mining Frequent Logical Sequences with SPIRIT-L[superscript o]Gp. 166
Using Theory Completion to Learn a Robot Navigation Control Programp. 182
Learning Structure and Parameters of Stochastic Logic Programsp. 198
A Novel Approach to Machine Discovery: Genetic Programming and Stochastic Grammarsp. 207
Revision of First-Order Bayesian Classifiersp. 223
The Applicability to ILP of Results Concerning the Ordering of Binomial Populationsp. 238
Compact Representation of Knowledge Bases in ILPp. 254
A Polynomial Time Matching Algorithm of Structured Ordered Tree Patterns for Data Mining from Semistructured Datap. 270
A Genetic Algorithms Approach to ILPp. 285
Experimental Investigation of Pruning Methods for Relational Pattern Discoveryp. 301
Noise-Resistant Incremental Relational Learning Using Possible Worldsp. 317
Lattice-Search Runtime Distributions May Be Heavy-Tailedp. 333
Learning in Rich Representations: Inductive Logic Programming and Computational Scientific Discoveryp. 346
Author Indexp. 351
Table of Contents provided by Blackwell. All Rights Reserved.

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