A comparison of ILP and propositional systems on propositional traffic data
Author(s) -
Sam G. B. Roberts,
Wim Van Laer,
Nico Jacobs,
Stephen Muggleton,
Jeremy Broughton
Publication year - 1998
Publication title -
lecture notes in computer science
Language(s) - English
Resource type - Book series
SCImago Journal Rank - 0.249
H-Index - 400
eISSN - 1611-3349
pISSN - 0302-9743
ISBN - 3-540-64738-4
DOI - 10.1007/bfb0027333
Subject(s) - computer science , propositional calculus , propositional variable , inductive logic programming , artificial intelligence , domain (mathematical analysis) , propositional formula , class (philosophy) , machine learning , algorithm , mathematics , programming language , intermediate logic , mathematical analysis , description logic
This paper presents an experimental comparison of two InductiveLogic Programming algorithms, Progol and Tilde , with C4.5, a propositionallearning algorithm, on a propositional dataset of road traffic accidents.Rebalancing methods are described for handling the skewed distributionof positive and negative examples in this dataset, and the relativecost of errors of commission and omission in this domain. It is noted thatbefore the use of these methods all algorithms perform worse than...
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