Inductive Logic Programming

7th International Workshop, Ilp-97, Prague, Czech Republic, September 17-20, 1997, Proceedings

By: Nada Lavra? (Editor), Saso Dzeroski (Editor)

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Paperback | 3 September 1997

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328 Pages

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This book constitutes the refereed proceedings of the 7th International Workshop on Inductive Logic Programming, ILP-97, held in Prague, Czech Republic, in September 1997.
The volume presents revised versions of nine papers in long version and 17 short papers accepted after a thorough reviewing process. Also included are three invited papers by Usama Fayyad, Jean-Francois Puget, and Georg Gottlob. Among the topics addressed are various logic programming issues, natural language processing, speech processing, abductive learning, data mining, knowledge discovery, and relational database systems.

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Non-Fiction Computing & I.T.Computer Science Artificial Intelligence Computer Architecture & Logic Design Computer Programming & Software Development Object-Oriented Programming or OOP Systems Analysis & Design Computer Hardware

Knowledge Discovery in Databases: An Overview	p. 3
On the Complexity of Some Inductive Logic Programming Problems	p. 17
Inductive Logic Programming and Constraint Logic Programming	p. 33
Learning Phonetic Rules in a Speech Recognition System	p. 37
Cautious Induction in Inductive Logic Programming	p. 45
Generating Numerical Literals During Refinement	p. 61
Lookahead and Discretization in ILP	p. 77
Data Mining via ILP : The Application of Progol to a Database of Enantioseparations	p. 85
Part-of-Speech Tagging Using Progol	p. 93
Maximum Entropy Modeling with Clausal Constraints	p. 109
Mining Association Rules in Multiple Relations	p. 125
Using Logical Decision Trees for Clustering	p. 133
Induction of Slovene Nominal Paradigms	p. 141
Normal Forms for Inductive Logic Programming	p. 149
On a Sufficient Condition for the Existence of Most Specific Hypothesis in Progol	p. 157
Induction of Logic Programs with More Than One Recursive Clause by Analyzing Saturations	p. 165
A Logical Framework for Graph Theoretical Decision Tree Learning	p. 173
Learning with Abduction	p. 181
Systematic Predicate Invention in Inductive Logic Programming	p. 189
Learning Programs in the Event Calculus	p. 205
Distance Between Herbrand Interpretations: A Measure for Approximations to a Target Concept	p. 213
Realizing Progol by Forward Reasoning	p. 227
Probabilistic First-Order Classification	p. 235
Learning Horn Definitions with Equivalence and Membership Queries	p. 243
Using Abstraction Schemata in Inductive Logic Programming	p. 256
Distance Induction in First Order Logic	p. 264
Carcinogenesis Predictions Using ILP	p. 273
Discovery of First-Order Regularities in a Relational Database Using Offline Candidate Determination	p. 288
Which Hypotheses Can Be Found with Inverse Entailment?	p. 296
Author Index	p. 309
Table of Contents provided by Blackwell. All Rights Reserved.

Inductive Logic Programming

7th International Workshop, Ilp-97, Prague, Czech Republic, September 17-20, 1997, Proceedings

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