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- Stephen Muggleton
- New Generation Computing
- 1995

This paper firstly provides a re-appraisal of the development of techniques for inverting deduction, secondly introduces Mode-Directed Inverse Entailment (MDIE) as a generalisation and enhancement of… (More)

- Stephen Muggleton, Luc De Raedt
- J. Log. Program.
- 1994

Inductive Logic Programming (ILP) is a new discipline which investigates the inductive construction of rst-order clausal theories from examples and background knowledge. We survey the most important… (More)

- Stephen Muggleton, Cao Feng
- ALT
- 1990

Recently there has been increasing interest in systems which induce rst order logic programs from examples. However, many diiculties need to be overcome. Well-known algorithms fail to discover… (More)

- Ashwin Srinivasan, Stephen Muggleton, Michael J. E. Sternberg, Ross D. King
- Artif. Intell.
- 1996

A classic problem from chemistry is used to test a conjecture that in domains for which data are most naturally represented by graphs, theories constructed with In-ductive Logic Programming (ILP)… (More)

- Stephen Muggleton, Wray L. Buntine
- ML
- 1988

- lwx z¡c¢¤£x¥¦x§ ̈¡a©l«N¬r©l©«N«w¦x¡a©l ¡Q¢¤£¡.¡Q¢w© ®5© ̄a§°¦x ̄Q±_£2«¤3©;¦2§a© ́|μ¥¶¡aμ«w·_ ̧©l£x ̄a«wμ«w·A¥a1|¥»o ¡Q©±_¥_μ¥A¥¶¡a ̄Q¦x«w· ̧[1~¬wμ£x¥a©l1⁄4¬… (More)

One way to represent a machine learning algorithm's bias over the hypothesis and instance space is as a pair of probability distributions. This approach has been taken both within Bayesian learning… (More)

- Stephen Muggleton, Dianhuan Lin
- Machine Learning
- 2013

Since the late 1990s predicate invention has been under-explored within inductive logic programming due to difficulties in formulating efficient search mechanisms. However, a recent paper… (More)

- Stephen Muggleton
- Inductive Logic Programming Workshop
- 1996

Abs t rac t . Gold showed in 1967 that not even regular grammars can be exactly identified from positive examples alone. Since it is known that children learn natural grammars almost exclusively from… (More)

- Stephen Muggleton, Dianhuan Lin, Niels Pahlavi, Alireza Tamaddoni-Nezhad
- Machine Learning
- 2013

Despite early interest Predicate Invention has lately been under-explored within ILP. We develop a framework in which predicate invention and recursive generalisations are implemented using abduction… (More)