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DOI: 10.4230/LIPIcs.ICLP.2012.14
URN: urn:nbn:de:0030-drops-36049
URL: https://drops.dagstuhl.de/opus/volltexte/2012/3604/
Blockeel, Hendrik ; Bogaerts, Bart ; Bruynooghe, Maurice ; De Cat, Broes ; De Pooter, Stef ; Denecker, Marc ; Labarre, Anthony ; Ramon, Jan ; Verwer, Sicco
Modeling Machine Learning and Data Mining Problems with FO(·)
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Abstract
This paper reports on the use of the FO(·) language and the IDP framework for modeling and solving some machine learning and data mining tasks. The core component of a model in the IDP framework is an FO(·) theory consisting of formulas in first order logic and definitions; the latter are basically logic programs where clause bodies can have arbitrary first order formulas. Hence, it is a small step for a well-versed computer scientist to start modeling. We describe some models resulting from the collaboration between IDP experts and domain experts solving machine learning and data mining tasks. A first task is in the domain of stemmatology, a domain of philology concerned with the relationship between surviving variant versions of text. A second task is about a somewhat similar problem within biology where phylogenetic trees are used to represent the evolution of species. A third and final task is about learning a minimal automaton consistent with a given set of strings. For each task, we introduce the problem, present the IDP code and report on some experiments.
BibTeX - Entry
@InProceedings{blockeel_et_al:LIPIcs:2012:3604,
author = {Hendrik Blockeel and Bart Bogaerts and Maurice Bruynooghe and Broes De Cat and Stef De Pooter and Marc Denecker and Anthony Labarre and Jan Ramon and Sicco Verwer},
title = {{Modeling Machine Learning and Data Mining Problems with FO(·)}},
booktitle = {Technical Communications of the 28th International Conference on Logic Programming (ICLP'12)},
pages = {14--25},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-939897-43-9},
ISSN = {1868-8969},
year = {2012},
volume = {17},
editor = {Agostino Dovier and V{\'i}tor Santos Costa},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2012/3604},
URN = {urn:nbn:de:0030-drops-36049},
doi = {10.4230/LIPIcs.ICLP.2012.14},
annote = {Keywords: Knowledge representation and reasoning, declarative modeling, logic programming, knowledge base systems, FO(·), IDP framework, stemmatology, phylogene}
}
| Keywords: | Knowledge representation and reasoning, declarative modeling, logic programming, knowledge base systems, FO(·), IDP framework, stemmatology, phylogene | |
| Seminar: | Technical Communications of the 28th International Conference on Logic Programming (ICLP'12) | |
| Issue date: | 2012 | |
| Date of publication: | 05.09.2012 |
