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'''[[Main Page|Home]] * [[People]] * Stephen Muggleton'''
[[FILE:stephen_muggleton_photo_in_2010.jpg|border|right|thumb|link=http://wp.doc.ic.ac.uk/shm/| Stephen Muggleton <ref>[http://wp.doc.ic.ac.uk/shm/ Stephen H. Muggleton]</ref> ]]
'''Stephen H. Muggleton''',<br/>
a British computer scientist, professor and head of ''Computational Bioinformatics Laboratory'' at ''Department of Computing'' <ref>[http://www.doc.ic.ac.uk/bioinformatics/ Computational Bioinformatics Laboratory]</ref>, [https://en.wikipedia.org/wiki/Imperial_College_London Imperial College London].
He received his B.Sc. in computer science at [[University of Edinburgh]] in 1982, and his Ph.D research on the topic ''Inductive Acquisition of Expert Knowledge'' was carried out at Edinburgh under the supervision of [[Donald Michie]] <ref>[http://www.doc.ic.ac.uk/%7Eshm/profile.html Profile of Professor Stephen H. Muggleton]</ref>.
In 1991, Stephen Muggleton introduced [https://en.wikipedia.org/wiki/Inductive_logic_programming Inductive logic programming] as a field of [[Learning|machine learning]] <ref>[[Stephen Muggleton]] ('''1991'''). ''[https://link.springer.com/article/10.1007/BF03037089 Inductive Logic Programming]''. [https://link.springer.com/journal/354/8/4/page/1 New Generation Computing], Vol. 8, No. 4</ref>, which is particularly useful in [https://en.wikipedia.org/wiki/Bioinformatics bioinformatics] and [https://en.wikipedia.org/wiki/Natural_language_processing natural language processing], also applied to certain [[Endgame|chess endgames]] like [[KRK]].
Since July 2000, Muggleton is Editor-in-chief of the ''Machine Intelligence Series'' <ref>[http://www.doc.ic.ac.uk/~shm/MI/mi.html The Machine Intelligence series]</ref>, founded by Michie who convened the first International Machine Intelligence Workshop at Edinburgh in 1965.
=Selected Publications=
<ref>[http://ilk.uvt.nl/icga/journal/docs/References.pdf ICGA Reference Database] (pdf)</ref> <ref>[http://www.doc.ic.ac.uk/~shm/pub.html Stephen Muggleton's publications]</ref> <ref>[https://dblp.uni-trier.de/pers/hd/m/Muggleton:Stephen.html dblp: Stephen Muggleton]</ref>
==1986 ...==
* [[Stephen Muggleton]] ('''1986'''). ''Inductive Acquisition of Expert Knowledge''. Ph.D. thesis, [[University of Edinburgh]], advisor [[Donald Michie]]
* [[Stephen Muggleton]] ('''1987'''). ''Duce, an oracle-based approach to constructive induction''. Proceedings of the 10th IJCAI Conference, Milano, Italy. [http://www.doc.ic.ac.uk/%7Eshm/Papers/ijcai87.pdf pdf]
* [[Stephen Muggleton]] ('''1988'''). ''Inductive Acquisition of Chess Strategies''. [http://www.doc.ic.ac.uk/%7Eshm/MI/mi11.html Machine Intelligence 11]
* [[Stephen Muggleton]], [[Michael Bain]], [[Jean Hayes Michie]], [[Donald Michie]] ('''1989'''). ''An Experimental Comparison of Human and Machine Learning Formalisms''. [http://www.informatik.uni-trier.de/~ley/db/conf/icml/ml1989.html#MuggletonBMM89 6. ML 1989], [http://www.doc.ic.ac.uk/~shm/Papers/ml6paper.pdf pdf]
==1990 ...==
* [[Stephen Muggleton]] ('''1990'''). ''Inductive Acquisition of Expert Knowledge''. Turing Institute Press. Addison-Wesley
* [[Stephen Muggleton]], [http://www.informatik.uni-trier.de/~ley/db/indices/a-tree/f/Feng:Cao.html Cao Feng] ('''1990'''). ''Efficient Induction of Logic Programs''. Proceedings of the First International Workshop on Algorithmic Learning Theory (ALT90) (eds. S. Arikaxa, S. Soto, S. Ohsuya, and T. Yokomari), pp. 368-381. Ohmsha, Tokyo, Japan.
* [[Stephen Muggleton]] ('''1991'''). ''[https://link.springer.com/article/10.1007/BF03037089 Inductive Logic Programming]''. [https://link.springer.com/journal/354/8/4/page/1 New Generation Computing], Vol. 8, No. 4, [http://www.doc.ic.ac.uk/%7Eshm/Papers/ilp.pdf pdf]
* [[Ashwin Srinivasan]], [[Stephen Muggleton]], [[Michael Bain]] ('''1992'''). ''Distinguishing exceptions from noise in non-monotonic Learning''. [http://www.cs.york.ac.uk/ILP-events/ILP-1992/ ILP92], [https://pdfs.semanticscholar.org/fd37/06021c2230104a6f89cc93b341b7896e26bb.pdf pdf]
* [[Michael Bain]], [[Stephen Muggleton]] ('''1994'''). ''Learning Optimal Chess Strategies''. [http://www.doc.ic.ac.uk/%7Eshm/MI/mi13.html Machine Intelligence 13]
* [[Stephen Muggleton]] ('''1994'''). ''Bayesian Inductive Logic Programming''. [https://dblp.uni-trier.de/db/conf/colt/colt1994.html COLT 1994], [http://www.doc.ic.ac.uk/~shm/Papers/bayesian.pdf pdf]
==1995 ...==
* [[Ivan Bratko]], [[Stephen Muggleton]] ('''1995'''). ''Applications of Inductive Logic Programming''. [[ACM#Communications|Communications of the ACM]], Vol. 38, No. 11, [http://www.doc.ic.ac.uk/~shm/Papers/cacm.pdf pdf]
* [[Stephen Muggleton]] ('''1996'''). ''[https://link.springer.com/chapter/10.1007/3-540-63494-0_65 Learning from Positive Data]''. [https://dblp.uni-trier.de/db/conf/ilp/ilp96.html ILP 1996]
* [[Stephen Muggleton]], [[Donald Michie]] ('''1997'''). ''[https://link.springer.com/chapter/10.1007/3-540-62560-7_51 Machine Intelligibility and the Duality Principle]''. [https://dblp.uni-trier.de/db/conf/btlab/btlab1997.html Software Agents and Soft Computing 1997]
* [[Stephen Muggleton]] ('''1998'''). ''[https://link.springer.com/chapter/10.1007%2F3-540-49292-5_5 Knowledge Discovery in Biological and Chemical Domains]''. [https://dblp.uni-trier.de/db/conf/dis/dis98.html Discovery Science 1998]
* [[Stephen Muggleton]] ('''1999'''). ''Scientific Knowledge Discovery Using Inductive Logic Programming''. [[ACM#Communications|Communications of the ACM], Vol. 42, No. 11, [http://www.doc.ic.ac.uk/~shm/Papers/cacm2.pdf pdf]
* [[Stephen Muggleton]] ('''1999'''). ''Inductive Logic Programming: Issues, Results and the Challenge of Learning Language in Logic''. [https://en.wikipedia.org/wiki/Artificial_Intelligence_(journal) Artificial Intelligence], Vol. 114, No. 1-2, [http://www.doc.ic.ac.uk/~shm/Papers/aij99.pdf pdf]
==2000 ...==
* [[Michael Bain]], [[Stephen Muggleton]], [[Ashwin Srinivasan]] ('''2000'''). ''Generalising Closed World Specialisation: A Chess End Game Application''. [https://pdfs.semanticscholar.org/5c3b/c747c01e8aba82fd288db52faac2f7fb30a3.pdf pdf]
* [[Stephen Muggleton]] ('''2002'''). ''[https://link.springer.com/chapter/10.1007/3-540-36468-4_13 Learning Structure and Parameters of Stochastic Logic Programs]''. [https://dblp.uni-trier.de/db/conf/ilp/ilp2002.html ILP 2002], [http://www.doc.ic.ac.uk/~shm/Papers/diffslp.pdf pdf]
==2005 ...==
* [[Stephen Muggleton]] ('''2005'''). ''Machine Learning for Systems Biology''. [https://dblp.uni-trier.de/db/conf/ilp/ilp2005.html ILP 2005], [http://www.doc.ic.ac.uk/~shm/Papers/mlsysbio.pdf pdf]
* [[Stephen Muggleton]] ('''2006'''). ''Towards Chemical Universal Turing Machines''. [[Conferences#AAAI-2006|AAAI 2006]], [http://www.doc.ic.ac.uk/~shm/Papers/chemturing.pdf pdf]
* [[Stephen Muggleton]] ('''2008'''). ''[https://link.springer.com/chapter/10.1007/978-3-540-88190-2_6 From ILP to PILP]''. [https://dblp.uni-trier.de/db/conf/sbia/sbia2008.html SBIA 2008]
* [[Stephen Muggleton]], [[Aline Paes]], [[Vítor Santos Costa]], [[Gerson Zaverucha]] ('''2009'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-13840-9_12 Chess Revision: Acquiring the Rules of Chess Variants through FOL Theory Revision from Examples]''. [https://dblp.uni-trier.de/db/conf/ilp/ilp2009.html ILP 2009], [https://s3.amazonaws.com/academia.edu.documents/30761635/giga09_submission_10.pdf?AWSAccessKeyId=AKIAIWOWYYGZ2Y53UL3A&Expires=1550090212&Signature=AwoPiFXHcAyQcupamt0LycRbO%2Bs%3D&response-content-disposition=inline%3B%20filename%3DChess_revision_acquiring_the_rules_of_ch.pdf pdf]
==2010 ...==
* [[Stephen Muggleton]] ('''2010'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-16327-2_2 Knowledge Mining Biological Network Models]''. [https://dblp.uni-trier.de/db/conf/ifip12/iip2010.html IIP 2010]
* [[Stephen Muggleton]] ('''2014'''). ''Alan Turing and the development of Artificial Intelligence''. [https://dblp.uni-trier.de/db/journals/aicom/aicom27.html AI Communications, Vol. 27], No. 1, [http://www.doc.ic.ac.uk/~shm/Papers/TuringAI_1.pdf pdf]
==2015 ...==
* [https://scholar.google.com/citations?user=fZinJ_AAAAAJ&hl=en Sumit Gulwani], [http://josephorallo.webs.upv.es/ José Hernández-Orallo], [http://emanuel.kitzelmann.org/academia/ Emanuel Kitzelmann], [[Stephen Muggleton]], [https://www.uni-bamberg.de/en/cogsys/schmid-ute/ Ute Schmid], [https://www.microsoft.com/en-us/research/people/zorn/ Benjamin Zorn] ('''2015'''). ''Inductive programming meets the real world''. [[ACM#Communications|Communications of the ACM], Vol. 58, No. 11, [https://www.doc.ic.ac.uk/~shm/Papers/indprogreal.pdf pdf]
* [[Stephen Muggleton]] ('''2017'''). ''Meta-Interpretive Learning: Achievements and Challenges''. Invited Paper, [https://dblp.uni-trier.de/db/conf/ruleml/ruleml2017.html RuleML+RR 2017], [https://www.doc.ic.ac.uk/~shm/Papers/rulemlabs.pdf pdf]
=External Links=
* [http://wp.doc.ic.ac.uk/shm/ Stephen H. Muggleton]
* [https://en.wikipedia.org/wiki/Stephen_Muggleton Stephen Muggleton from Wikipedia]
* [https://www.genealogy.math.ndsu.nodak.edu/id.php?id=166206 The Mathematics Genealogy Project - Stephen Muggleton]
* [https://www.theguardian.com/science/2007/jul/10/uk.obituaries1 Obituary - Donald Michie] by Stephen Muggleton, [http://www.guardian.co.uk/theguardian The Guardian], Tuesday July 10 2007
=References=
<references />
'''[[Engines|Up one level]]'''
[[FILE:stephen_muggleton_photo_in_2010.jpg|border|right|thumb|link=http://wp.doc.ic.ac.uk/shm/| Stephen Muggleton <ref>[http://wp.doc.ic.ac.uk/shm/ Stephen H. Muggleton]</ref> ]]
'''Stephen H. Muggleton''',<br/>
a British computer scientist, professor and head of ''Computational Bioinformatics Laboratory'' at ''Department of Computing'' <ref>[http://www.doc.ic.ac.uk/bioinformatics/ Computational Bioinformatics Laboratory]</ref>, [https://en.wikipedia.org/wiki/Imperial_College_London Imperial College London].
He received his B.Sc. in computer science at [[University of Edinburgh]] in 1982, and his Ph.D research on the topic ''Inductive Acquisition of Expert Knowledge'' was carried out at Edinburgh under the supervision of [[Donald Michie]] <ref>[http://www.doc.ic.ac.uk/%7Eshm/profile.html Profile of Professor Stephen H. Muggleton]</ref>.
In 1991, Stephen Muggleton introduced [https://en.wikipedia.org/wiki/Inductive_logic_programming Inductive logic programming] as a field of [[Learning|machine learning]] <ref>[[Stephen Muggleton]] ('''1991'''). ''[https://link.springer.com/article/10.1007/BF03037089 Inductive Logic Programming]''. [https://link.springer.com/journal/354/8/4/page/1 New Generation Computing], Vol. 8, No. 4</ref>, which is particularly useful in [https://en.wikipedia.org/wiki/Bioinformatics bioinformatics] and [https://en.wikipedia.org/wiki/Natural_language_processing natural language processing], also applied to certain [[Endgame|chess endgames]] like [[KRK]].
Since July 2000, Muggleton is Editor-in-chief of the ''Machine Intelligence Series'' <ref>[http://www.doc.ic.ac.uk/~shm/MI/mi.html The Machine Intelligence series]</ref>, founded by Michie who convened the first International Machine Intelligence Workshop at Edinburgh in 1965.
=Selected Publications=
<ref>[http://ilk.uvt.nl/icga/journal/docs/References.pdf ICGA Reference Database] (pdf)</ref> <ref>[http://www.doc.ic.ac.uk/~shm/pub.html Stephen Muggleton's publications]</ref> <ref>[https://dblp.uni-trier.de/pers/hd/m/Muggleton:Stephen.html dblp: Stephen Muggleton]</ref>
==1986 ...==
* [[Stephen Muggleton]] ('''1986'''). ''Inductive Acquisition of Expert Knowledge''. Ph.D. thesis, [[University of Edinburgh]], advisor [[Donald Michie]]
* [[Stephen Muggleton]] ('''1987'''). ''Duce, an oracle-based approach to constructive induction''. Proceedings of the 10th IJCAI Conference, Milano, Italy. [http://www.doc.ic.ac.uk/%7Eshm/Papers/ijcai87.pdf pdf]
* [[Stephen Muggleton]] ('''1988'''). ''Inductive Acquisition of Chess Strategies''. [http://www.doc.ic.ac.uk/%7Eshm/MI/mi11.html Machine Intelligence 11]
* [[Stephen Muggleton]], [[Michael Bain]], [[Jean Hayes Michie]], [[Donald Michie]] ('''1989'''). ''An Experimental Comparison of Human and Machine Learning Formalisms''. [http://www.informatik.uni-trier.de/~ley/db/conf/icml/ml1989.html#MuggletonBMM89 6. ML 1989], [http://www.doc.ic.ac.uk/~shm/Papers/ml6paper.pdf pdf]
==1990 ...==
* [[Stephen Muggleton]] ('''1990'''). ''Inductive Acquisition of Expert Knowledge''. Turing Institute Press. Addison-Wesley
* [[Stephen Muggleton]], [http://www.informatik.uni-trier.de/~ley/db/indices/a-tree/f/Feng:Cao.html Cao Feng] ('''1990'''). ''Efficient Induction of Logic Programs''. Proceedings of the First International Workshop on Algorithmic Learning Theory (ALT90) (eds. S. Arikaxa, S. Soto, S. Ohsuya, and T. Yokomari), pp. 368-381. Ohmsha, Tokyo, Japan.
* [[Stephen Muggleton]] ('''1991'''). ''[https://link.springer.com/article/10.1007/BF03037089 Inductive Logic Programming]''. [https://link.springer.com/journal/354/8/4/page/1 New Generation Computing], Vol. 8, No. 4, [http://www.doc.ic.ac.uk/%7Eshm/Papers/ilp.pdf pdf]
* [[Ashwin Srinivasan]], [[Stephen Muggleton]], [[Michael Bain]] ('''1992'''). ''Distinguishing exceptions from noise in non-monotonic Learning''. [http://www.cs.york.ac.uk/ILP-events/ILP-1992/ ILP92], [https://pdfs.semanticscholar.org/fd37/06021c2230104a6f89cc93b341b7896e26bb.pdf pdf]
* [[Michael Bain]], [[Stephen Muggleton]] ('''1994'''). ''Learning Optimal Chess Strategies''. [http://www.doc.ic.ac.uk/%7Eshm/MI/mi13.html Machine Intelligence 13]
* [[Stephen Muggleton]] ('''1994'''). ''Bayesian Inductive Logic Programming''. [https://dblp.uni-trier.de/db/conf/colt/colt1994.html COLT 1994], [http://www.doc.ic.ac.uk/~shm/Papers/bayesian.pdf pdf]
==1995 ...==
* [[Ivan Bratko]], [[Stephen Muggleton]] ('''1995'''). ''Applications of Inductive Logic Programming''. [[ACM#Communications|Communications of the ACM]], Vol. 38, No. 11, [http://www.doc.ic.ac.uk/~shm/Papers/cacm.pdf pdf]
* [[Stephen Muggleton]] ('''1996'''). ''[https://link.springer.com/chapter/10.1007/3-540-63494-0_65 Learning from Positive Data]''. [https://dblp.uni-trier.de/db/conf/ilp/ilp96.html ILP 1996]
* [[Stephen Muggleton]], [[Donald Michie]] ('''1997'''). ''[https://link.springer.com/chapter/10.1007/3-540-62560-7_51 Machine Intelligibility and the Duality Principle]''. [https://dblp.uni-trier.de/db/conf/btlab/btlab1997.html Software Agents and Soft Computing 1997]
* [[Stephen Muggleton]] ('''1998'''). ''[https://link.springer.com/chapter/10.1007%2F3-540-49292-5_5 Knowledge Discovery in Biological and Chemical Domains]''. [https://dblp.uni-trier.de/db/conf/dis/dis98.html Discovery Science 1998]
* [[Stephen Muggleton]] ('''1999'''). ''Scientific Knowledge Discovery Using Inductive Logic Programming''. [[ACM#Communications|Communications of the ACM], Vol. 42, No. 11, [http://www.doc.ic.ac.uk/~shm/Papers/cacm2.pdf pdf]
* [[Stephen Muggleton]] ('''1999'''). ''Inductive Logic Programming: Issues, Results and the Challenge of Learning Language in Logic''. [https://en.wikipedia.org/wiki/Artificial_Intelligence_(journal) Artificial Intelligence], Vol. 114, No. 1-2, [http://www.doc.ic.ac.uk/~shm/Papers/aij99.pdf pdf]
==2000 ...==
* [[Michael Bain]], [[Stephen Muggleton]], [[Ashwin Srinivasan]] ('''2000'''). ''Generalising Closed World Specialisation: A Chess End Game Application''. [https://pdfs.semanticscholar.org/5c3b/c747c01e8aba82fd288db52faac2f7fb30a3.pdf pdf]
* [[Stephen Muggleton]] ('''2002'''). ''[https://link.springer.com/chapter/10.1007/3-540-36468-4_13 Learning Structure and Parameters of Stochastic Logic Programs]''. [https://dblp.uni-trier.de/db/conf/ilp/ilp2002.html ILP 2002], [http://www.doc.ic.ac.uk/~shm/Papers/diffslp.pdf pdf]
==2005 ...==
* [[Stephen Muggleton]] ('''2005'''). ''Machine Learning for Systems Biology''. [https://dblp.uni-trier.de/db/conf/ilp/ilp2005.html ILP 2005], [http://www.doc.ic.ac.uk/~shm/Papers/mlsysbio.pdf pdf]
* [[Stephen Muggleton]] ('''2006'''). ''Towards Chemical Universal Turing Machines''. [[Conferences#AAAI-2006|AAAI 2006]], [http://www.doc.ic.ac.uk/~shm/Papers/chemturing.pdf pdf]
* [[Stephen Muggleton]] ('''2008'''). ''[https://link.springer.com/chapter/10.1007/978-3-540-88190-2_6 From ILP to PILP]''. [https://dblp.uni-trier.de/db/conf/sbia/sbia2008.html SBIA 2008]
* [[Stephen Muggleton]], [[Aline Paes]], [[Vítor Santos Costa]], [[Gerson Zaverucha]] ('''2009'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-13840-9_12 Chess Revision: Acquiring the Rules of Chess Variants through FOL Theory Revision from Examples]''. [https://dblp.uni-trier.de/db/conf/ilp/ilp2009.html ILP 2009], [https://s3.amazonaws.com/academia.edu.documents/30761635/giga09_submission_10.pdf?AWSAccessKeyId=AKIAIWOWYYGZ2Y53UL3A&Expires=1550090212&Signature=AwoPiFXHcAyQcupamt0LycRbO%2Bs%3D&response-content-disposition=inline%3B%20filename%3DChess_revision_acquiring_the_rules_of_ch.pdf pdf]
==2010 ...==
* [[Stephen Muggleton]] ('''2010'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-16327-2_2 Knowledge Mining Biological Network Models]''. [https://dblp.uni-trier.de/db/conf/ifip12/iip2010.html IIP 2010]
* [[Stephen Muggleton]] ('''2014'''). ''Alan Turing and the development of Artificial Intelligence''. [https://dblp.uni-trier.de/db/journals/aicom/aicom27.html AI Communications, Vol. 27], No. 1, [http://www.doc.ic.ac.uk/~shm/Papers/TuringAI_1.pdf pdf]
==2015 ...==
* [https://scholar.google.com/citations?user=fZinJ_AAAAAJ&hl=en Sumit Gulwani], [http://josephorallo.webs.upv.es/ José Hernández-Orallo], [http://emanuel.kitzelmann.org/academia/ Emanuel Kitzelmann], [[Stephen Muggleton]], [https://www.uni-bamberg.de/en/cogsys/schmid-ute/ Ute Schmid], [https://www.microsoft.com/en-us/research/people/zorn/ Benjamin Zorn] ('''2015'''). ''Inductive programming meets the real world''. [[ACM#Communications|Communications of the ACM], Vol. 58, No. 11, [https://www.doc.ic.ac.uk/~shm/Papers/indprogreal.pdf pdf]
* [[Stephen Muggleton]] ('''2017'''). ''Meta-Interpretive Learning: Achievements and Challenges''. Invited Paper, [https://dblp.uni-trier.de/db/conf/ruleml/ruleml2017.html RuleML+RR 2017], [https://www.doc.ic.ac.uk/~shm/Papers/rulemlabs.pdf pdf]
=External Links=
* [http://wp.doc.ic.ac.uk/shm/ Stephen H. Muggleton]
* [https://en.wikipedia.org/wiki/Stephen_Muggleton Stephen Muggleton from Wikipedia]
* [https://www.genealogy.math.ndsu.nodak.edu/id.php?id=166206 The Mathematics Genealogy Project - Stephen Muggleton]
* [https://www.theguardian.com/science/2007/jul/10/uk.obituaries1 Obituary - Donald Michie] by Stephen Muggleton, [http://www.guardian.co.uk/theguardian The Guardian], Tuesday July 10 2007
=References=
<references />
'''[[Engines|Up one level]]'''
