Dynamic Programming Approach for Exact Decision Rule Optimization

Handle URI:
http://hdl.handle.net/10754/562475
Title:
Dynamic Programming Approach for Exact Decision Rule Optimization
Authors:
Amin, Talha ( 0000-0003-3035-8612 ) ; Chikalov, Igor; Moshkov, Mikhail ( 0000-0003-0085-9483 ) ; Zielosko, Beata
Abstract:
This chapter is devoted to the study of an extension of dynamic programming approach that allows sequential optimization of exact decision rules relative to the length and coverage. It contains also results of experiments with decision tables from UCI Machine Learning Repository. © Springer-Verlag Berlin Heidelberg 2013.
KAUST Department:
Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division; Applied Mathematics and Computational Science Program; Extensions of Dynamic Programming, Machine Learning and Discrete Optimization Research Group
Publisher:
Springer Science + Business Media
Journal:
Rough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriam
Issue Date:
2013
DOI:
10.1007/978-3-642-30344-9_6
Type:
Article
ISSN:
18684394
ISBN:
9783642303432
Appears in Collections:
Articles; Applied Mathematics and Computational Science Program; Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division

Full metadata record

DC FieldValue Language
dc.contributor.authorAmin, Talhaen
dc.contributor.authorChikalov, Igoren
dc.contributor.authorMoshkov, Mikhailen
dc.contributor.authorZielosko, Beataen
dc.date.accessioned2015-08-03T10:39:34Zen
dc.date.available2015-08-03T10:39:34Zen
dc.date.issued2013en
dc.identifier.isbn9783642303432en
dc.identifier.issn18684394en
dc.identifier.doi10.1007/978-3-642-30344-9_6en
dc.identifier.urihttp://hdl.handle.net/10754/562475en
dc.description.abstractThis chapter is devoted to the study of an extension of dynamic programming approach that allows sequential optimization of exact decision rules relative to the length and coverage. It contains also results of experiments with decision tables from UCI Machine Learning Repository. © Springer-Verlag Berlin Heidelberg 2013.en
dc.publisherSpringer Science + Business Mediaen
dc.subjectcoverageen
dc.subjectDecision rulesen
dc.subjectdynamic programmingen
dc.subjectlengthen
dc.titleDynamic Programming Approach for Exact Decision Rule Optimizationen
dc.typeArticleen
dc.contributor.departmentComputer, Electrical and Mathematical Sciences and Engineering (CEMSE) Divisionen
dc.contributor.departmentApplied Mathematics and Computational Science Programen
dc.contributor.departmentExtensions of Dynamic Programming, Machine Learning and Discrete Optimization Research Groupen
dc.identifier.journalRough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriamen
dc.contributor.institutionInstitute of Computer Science, University of Silesia, 39, Bȩdzińska St., 41-200 Sosnowiec, Polanden
kaust.authorChikalov, Igoren
kaust.authorMoshkov, Mikhailen
kaust.authorZielosko, Beataen
kaust.authorAmin, Talhaen
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