About: A Soft Computing Approach to Knowledge Flow Synthesis and Optimization

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

Attributes	Values
rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://link.springer.com/chapter/10.1007/978-3-642-32922-7_3
Description	In the areas of Data Mining (DM) and Knowledge Discovery (KD), large variety of algorithms has been developed in the past decades, and the research is still ongoing. Data mining expertise is usually needed to deploy the algorithms available. Specifically, a process of interconnected actions referred to as knowledge flow (KF) needs to be assembled when the algorithms are to be applied to given data. In this paper, we propose an innovative evolutionary approach to automated KF synthesis and optimization. We demonstrate the evolutionary KF synthesis on the problem of classifier construction. Both preprocessing and machine learning actions are selected and configured by means of evolution to produce a model that fits very well for a given dataset. In the areas of Data Mining (DM) and Knowledge Discovery (KD), large variety of algorithms has been developed in the past decades, and the research is still ongoing. Data mining expertise is usually needed to deploy the algorithms available. Specifically, a process of interconnected actions referred to as knowledge flow (KF) needs to be assembled when the algorithms are to be applied to given data. In this paper, we propose an innovative evolutionary approach to automated KF synthesis and optimization. We demonstrate the evolutionary KF synthesis on the problem of classifier construction. Both preprocessing and machine learning actions are selected and configured by means of evolution to produce a model that fits very well for a given dataset. (en)
Title	A Soft Computing Approach to Knowledge Flow Synthesis and Optimization A Soft Computing Approach to Knowledge Flow Synthesis and Optimization (en)
skos:prefLabel	A Soft Computing Approach to Knowledge Flow Synthesis and Optimization A Soft Computing Approach to Knowledge Flow Synthesis and Optimization (en)
skos:notation	RIV/68407700:21240/13:00196777!RIV15-MSM-21240___
http://linked.open...avai/riv/aktivita	S
http://linked.open...avai/riv/aktivity	S
http://linked.open...vai/riv/dodaniDat	2015
http://linked.open...aciTvurceVysledku	Kordík, Pavel Řehořek, Tomáš
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta informačních technologií
http://linked.open...dnocenehoVysledku	59078
http://linked.open...ai/riv/idVysledku	RIV/68407700:21240/13:00196777
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	soft computing; knowledge discovery; evolutionary computation; embryonic graph evolution; genetic programming; process; directed acyclic graph (en)
http://linked.open.../riv/klicoveSlovo	knowledge discovery evolutionary computation soft computing directed acyclic graph genetic programming process embryonic graph evolution
http://linked.open...ontrolniKodProRIV	[CCA5AA3BDF29]
http://linked.open...v/mistoKonaniAkce	Ostrava
http://linked.open...i/riv/mistoVydani	Heidelberg
http://linked.open...i/riv/nazevZdroje	Soft Computing Models in Industrial and Environmental Applications
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Kordík, Pavel Řehořek, Tomáš
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open...ain/vavai/riv/wos	000312974600003
http://linked.open.../riv/zahajeniAkce	2012-09-05 (xsd:date)
issn	2194-5357
number of pages	10 (xsd:int)
http://bibframe.org/vocab/doi	10.1007/978-3-642-32922-7_3
http://purl.org/ne...btex#hasPublisher	Springer-Verlag
https://schema.org/isbn	978-3-642-32921-0
http://localhost/t...ganizacniJednotka	21240

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