About: Classification Rule Extracting with Ant Colony Algorithms

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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)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Among the non-classical solutions of classification tasks belong approaches inspired by biological systems, such as social behavior observed in communities of insects - bees, termites, ants - and known as swarm intelligence. An algorithm based on agents that simulate the natural behavior of ants, including mechanisms of cooperation and adaption, was first published in 2001 as AntMiner. Since then several variants of this algorithm have been created, that differ in definition of quality criterion, in the rule for pheromone updating, in the way of rule pruning or in discretization method of continuous attributes. The algorithms were tested on a number of databases. It was determined that the accuracy of the classification algorithm is affected by properties of databases examined, such as number of instances, number and type of attributes, and other. In the contribution the influence of parameters of the algorithm as the number of ants, the minimum number of cases per rule or the maximum number of uncovered cases in the training set is discussed. Among the non-classical solutions of classification tasks belong approaches inspired by biological systems, such as social behavior observed in communities of insects - bees, termites, ants - and known as swarm intelligence. An algorithm based on agents that simulate the natural behavior of ants, including mechanisms of cooperation and adaption, was first published in 2001 as AntMiner. Since then several variants of this algorithm have been created, that differ in definition of quality criterion, in the rule for pheromone updating, in the way of rule pruning or in discretization method of continuous attributes. The algorithms were tested on a number of databases. It was determined that the accuracy of the classification algorithm is affected by properties of databases examined, such as number of instances, number and type of attributes, and other. In the contribution the influence of parameters of the algorithm as the number of ants, the minimum number of cases per rule or the maximum number of uncovered cases in the training set is discussed. (en)
Title	Classification Rule Extracting with Ant Colony Algorithms Classification Rule Extracting with Ant Colony Algorithms (en)
skos:prefLabel	Classification Rule Extracting with Ant Colony Algorithms Classification Rule Extracting with Ant Colony Algorithms (en)
skos:notation	RIV/60461373:22340/12:43893282!RIV13-MSM-22340___
http://linked.open...avai/riv/aktivita	Z
http://linked.open...avai/riv/aktivity	Z(MSM6046137306)
http://linked.open...vai/riv/dodaniDat	2013
http://linked.open...aciTvurceVysledku	Hanta, Vladimír Poživil, Jaroslav Seidlová, Romana
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	Vysoká škola chemicko-technologická v Praze / Fakulta chemicko-inženýrská
http://linked.open...dnocenehoVysledku	127381
http://linked.open...ai/riv/idVysledku	RIV/60461373:22340/12:43893282
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	machine learning; multiagent system; classification rules; knowledge discovery; ant colony algorithms (en)
http://linked.open.../riv/klicoveSlovo	knowledge discovery multiagent system machine learning ant colony algorithms classification rules
http://linked.open...ontrolniKodProRIV	[9C68C5CF3C7F]
http://linked.open...v/mistoKonaniAkce	Tatranské Matliare
http://linked.open...i/riv/mistoVydani	Bratislava
http://linked.open...i/riv/nazevZdroje	39th International Conference of Slovak Society of Chemical Engineering
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...UplatneniVysledku	2012
http://linked.open...iv/tvurceVysledku	Hanta, Vladimír Poživil, Jaroslav Seidlová, Romana
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2012-05-21 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Reakčně-transportní chemicko-inženýrské systémy a jejich dynamické chování, modelování a řízení chemických a biotechnologických procesů
number of pages	8 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Slovak Society of Chemical Engineering
https://schema.org/isbn	978-80-89475-04-9
http://localhost/t...ganizacniJednotka	22340

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