## Inductive Logic ProgrammingInductive logic programming is a new research area formed at the intersection of machine learning and logic programming. While the influence of logic programming has encouraged the development of strong theoretical foundations, this new area is inheriting its experimental orientation from machine learning. Inductive Logic Programming will be an invaluable text for all students of computer science, machine learning and logic programming at an advanced level. * * Examination of the background to current developments within the area * Identification of the various goals and aspirations for the increasing body of researchers in inductive logic programming * Coverage of induction of first order theories, the application of inductive logic programming and discussion of several logic learning programs * Discussion of the applications of inductive logic programming to qualitative modelling, planning and finite element mesh design |

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Page 146

Muggleton and Buntine ( 28 ) have

learns unrestricted first - order Horn clause theories on the basis of unit clause

examples presented one at a time . CIGOL as

incremental ...

Muggleton and Buntine ( 28 ) have

**described**an algorithm called CIGOL whichlearns unrestricted first - order Horn clause theories on the basis of unit clause

examples presented one at a time . CIGOL as

**described**in [ 28 ] is notincremental ...

Page 200

This relation can also be

be a set of monadic , function - free , non - recursive Horn clauses with the same

predicate in the head , then any instance can be classified as either belonging ...

This relation can also be

**described**in a different way . For example , let a conceptbe a set of monadic , function - free , non - recursive Horn clauses with the same

predicate in the head , then any instance can be classified as either belonging ...

Page 528

Table 3 : Learning algorithm Given an initial example

initial clause ( as

user ...

Table 3 : Learning algorithm Given an initial example

**description**Construct aninitial clause ( as

**described**in Section 2 ) and an initial perturbation level ( as**described**in Section 3 ) Do Until no more perturbation levels or stopped by theuser ...

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### Contents

Inductive Logic Programming | 4 |

A Framework for Inductive Logic Programming | 9 |

oor A | 22 |

Copyright | |

26 other sections not shown

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### Common terms and phrases

algorithm allows applied approach arguments assume background knowledge base body called CIGOL CLINT complete Computer concept consistent constrained atoms constraint constructed contains correct corresponding covers defined definition derivation described domain theory efficient equivalent examples exists explanation expression extend facts false Figure finite first-order formula function given GOLEM ground head Horn clauses hypothesis implied inductive inference input instances Intelligence introduced inverse knowledge knowledge base language least limit literals Logic Programming Machine Learning method Muggleton negative examples non-monotonic Note occur operator ordinary polynomial positive positive examples possible predicates present problem Proceedings proof properties prove queries reasoning relation replacing representation representative resolution respect restricted result rules saturation sentences similar sorted atoms space specialization specific step structure substitution symbol Theorem theory tree true values variables