Difference between revisions of "Stephen Muggleton"
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=Selected Publications= | =Selected Publications= | ||
| − | <ref>[ | + | <ref>[[ICGA Journal#RefDB|ICGA Reference Database]]</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 ...== | ==1986 ...== | ||
* [[Stephen Muggleton]] ('''1986'''). ''Inductive Acquisition of Expert Knowledge''. Ph.D. thesis, [[University of Edinburgh]], advisor [[Donald Michie]] | * [[Stephen Muggleton]] ('''1986'''). ''Inductive Acquisition of Expert Knowledge''. Ph.D. thesis, [[University of Edinburgh]], advisor [[Donald Michie]] | ||
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* [[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]], [[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]] ('''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'''). ''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] | * [[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] | ||
| + | * [[Stephen Muggleton]], [[Michael Bain]] ('''1999'''). ''Analogical Prediction''. [https://dblp.uni-trier.de/db/conf/ilp/ilp99.html ILP 1999], [http://www.doc.ic.ac.uk/~shm/Papers/ap.pdf pdf] | ||
==2000 ...== | ==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] | * [[Michael Bain]], [[Stephen Muggleton]], [[Ashwin Srinivasan]] ('''2000'''). ''Generalising Closed World Specialisation: A Chess End Game Application''. [https://pdfs.semanticscholar.org/5c3b/c747c01e8aba82fd288db52faac2f7fb30a3.pdf pdf] | ||
| Line 37: | Line 38: | ||
* [[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]] ('''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]] ('''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] <ref>[https://en.wikipedia.org/wiki/First-order_logic First-order logic from Wikipedia]</ref> | + | * [[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://www.doc.ic.ac.uk/~shm/Papers/paeschess.pdf pdf] <ref>[https://en.wikipedia.org/wiki/First-order_logic First-order logic from Wikipedia]</ref> |
==2010 ...== | ==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]] ('''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] | + | * [[Stephen Muggleton]], [[Mathematician#LDRaedt|Luc De Raedt]], [[Mathematician#DPoole|David Poole]], [[Ivan Bratko]], [https://en.wikipedia.org/wiki/Peter_Flach Peter A. Flach], [http://research.nii.ac.jp/~inoue/official/content_e.html Katsumi Inoue], [[Ashwin Srinivasan]] ('''2012'''). ''[https://link.springer.com/article/10.1007/s10994-011-5259-2 ILP turns 20 - Biography and future challenges]''. [https://en.wikipedia.org/wiki/Machine_Learning_(journal) Machine Learning], Vol. 86, No. 1 |
| + | * [[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] » [[Alan Turing]], [[Artificial Intelligence]] | ||
==2015 ...== | ==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] | + | * [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] | * [[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] | ||
Latest revision as of 22:31, 23 May 2021
Home * People * Stephen Muggleton
Stephen Muggleton [1]
Stephen H. Muggleton,
a British computer scientist, professor and head of Computational Bioinformatics Laboratory at Department of Computing [2], 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 [3].
In 1991, Stephen Muggleton introduced Inductive logic programming as a field of machine learning [4], which is particularly useful in bioinformatics and natural language processing, also applied to certain chess endgames like KRK.
Since July 2000, Muggleton is Editor-in-chief of the Machine Intelligence Series [5], founded by Michie who convened the first International Machine Intelligence Workshop at Edinburgh in 1965.
Contents
Selected Publications
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. pdf
- Stephen Muggleton (1988). Inductive Acquisition of Chess Strategies. Machine Intelligence 11
- Stephen Muggleton, Michael Bain, Jean Hayes Michie, Donald Michie (1989). An Experimental Comparison of Human and Machine Learning Formalisms. 6. ML 1989, pdf
1990 ...
- Stephen Muggleton (1990). Inductive Acquisition of Expert Knowledge. Turing Institute Press. Addison-Wesley
- Stephen Muggleton, 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). Inductive Logic Programming. New Generation Computing, Vol. 8, No. 4, pdf
- Ashwin Srinivasan, Stephen Muggleton, Michael Bain (1992). Distinguishing exceptions from noise in non-monotonic Learning. ILP92, pdf
- Michael Bain, Stephen Muggleton (1994). Learning Optimal Chess Strategies. Machine Intelligence 13
- Stephen Muggleton (1994). Bayesian Inductive Logic Programming. COLT 1994, pdf
1995 ...
- Ivan Bratko, Stephen Muggleton (1995). Applications of Inductive Logic Programming. Communications of the ACM, Vol. 38, No. 11, pdf
- Stephen Muggleton (1996). Learning from Positive Data. ILP 1996
- Stephen Muggleton, Donald Michie (1997). Machine Intelligibility and the Duality Principle. Software Agents and Soft Computing 1997
- Stephen Muggleton (1998). Knowledge Discovery in Biological and Chemical Domains. Discovery Science 1998
- Stephen Muggleton (1999). Scientific Knowledge Discovery Using Inductive Logic Programming. Communications of the ACM, Vol. 42, No. 11, pdf
- Stephen Muggleton (1999). Inductive Logic Programming: Issues, Results and the Challenge of Learning Language in Logic. Artificial Intelligence, Vol. 114, No. 1-2, pdf
- Stephen Muggleton, Michael Bain (1999). Analogical Prediction. ILP 1999, pdf
2000 ...
- Michael Bain, Stephen Muggleton, Ashwin Srinivasan (2000). Generalising Closed World Specialisation: A Chess End Game Application. pdf
- Stephen Muggleton (2002). Learning Structure and Parameters of Stochastic Logic Programs. ILP 2002, pdf
2005 ...
- Stephen Muggleton (2005). Machine Learning for Systems Biology. ILP 2005, pdf
- Stephen Muggleton (2006). Towards Chemical Universal Turing Machines. AAAI 2006, pdf
- Stephen Muggleton (2008). From ILP to PILP. SBIA 2008
- Stephen Muggleton, Aline Paes, Vítor Santos Costa, Gerson Zaverucha (2009). Chess Revision: Acquiring the Rules of Chess Variants through FOL Theory Revision from Examples. ILP 2009, pdf [9]
2010 ...
- Stephen Muggleton (2010). Knowledge Mining Biological Network Models. IIP 2010
- Stephen Muggleton, Luc De Raedt, David Poole, Ivan Bratko, Peter A. Flach, Katsumi Inoue, Ashwin Srinivasan (2012). ILP turns 20 - Biography and future challenges. Machine Learning, Vol. 86, No. 1
- Stephen Muggleton (2014). Alan Turing and the development of Artificial Intelligence. AI Communications, Vol. 27, No. 1, pdf » Alan Turing, Artificial Intelligence
2015 ...
- Sumit Gulwani, José Hernández-Orallo, Emanuel Kitzelmann, Stephen Muggleton, Ute Schmid, Benjamin Zorn (2015). Inductive programming meets the real world. Communications of the ACM, Vol. 58, No. 11, pdf
- Stephen Muggleton (2017). Meta-Interpretive Learning: Achievements and Challenges. Invited Paper, RuleML+RR 2017, pdf
External Links
- Stephen H. Muggleton
- Stephen Muggleton from Wikipedia
- The Mathematics Genealogy Project - Stephen Muggleton
- Obituary - Donald Michie by Stephen Muggleton, The Guardian, Tuesday July 10 2007
References
- ↑ Stephen H. Muggleton
- ↑ Computational Bioinformatics Laboratory
- ↑ Profile of Professor Stephen H. Muggleton
- ↑ Stephen Muggleton (1991). Inductive Logic Programming. New Generation Computing, Vol. 8, No. 4
- ↑ The Machine Intelligence series
- ↑ ICGA Reference Database
- ↑ Stephen Muggleton's publications
- ↑ dblp: Stephen Muggleton
- ↑ First-order logic from Wikipedia
