About: Air Quality Modelling by Decision Trees and Hybrid Rough Sets

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	This paper deals with air quality modelling by decision trees and by hybrid rough sets-decision trees in the Czech Republic. We focused on daily observations of air polluting substances concentrations in one of the cities in the Pardubice region. After data collection, data description, and data pre-processing, we worked on the creation of classification models and the analysis of the achieved results. As modelling algorithms we selected C5.0 algorithm, boosting, and CHAID method. Finally is proposed hybrid model, where Rough Sets algorithm for the purpose of attributes reduction is used. This paper deals with air quality modelling by decision trees and by hybrid rough sets-decision trees in the Czech Republic. We focused on daily observations of air polluting substances concentrations in one of the cities in the Pardubice region. After data collection, data description, and data pre-processing, we worked on the creation of classification models and the analysis of the achieved results. As modelling algorithms we selected C5.0 algorithm, boosting, and CHAID method. Finally is proposed hybrid model, where Rough Sets algorithm for the purpose of attributes reduction is used. (en) V práci je modelována kvalita ovzduší pomocí uvedených metod. Data o ovzduší pochází z monitorovacího systému HORIBA z lokality Pardubic. V článku jsou navrženy postupy řešení modelu a porovnány dosažené výsledky. (cs)
Title	Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees Modelování kvality ovzduší pomocí rozhodovacích stromů a hybridních rough-rozhodovacích stromů (cs) Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees (en)
skos:prefLabel	Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees Modelování kvality ovzduší pomocí rozhodovacích stromů a hybridních rough-rozhodovacích stromů (cs) Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees (en)
skos:notation	RIV/00216275:25410/08:00007413!RIV09-MZP-25410___
http://linked.open...avai/riv/aktivita	P S
http://linked.open...avai/riv/aktivity	P(SP/4I2/60/07), S
http://linked.open...iv/cisloPeriodika	12
http://linked.open...vai/riv/dodaniDat	2009
http://linked.open...aciTvurceVysledku	Jirava, Pavel Kašparová, Miloslava Křupka, Jiří
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Pardubice / Fakulta ekonomicko-správní
http://linked.open...dnocenehoVysledku	355169
http://linked.open...ai/riv/idVysledku	RIV/00216275:25410/08:00007413
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	air quality; air pollution; daily observations; model; classification; rough sets; Czech Republic (en)
http://linked.open.../riv/klicoveSlovo	Czech Republic air quality classification model air pollution rough sets daily observations
http://linked.open...odStatuVydavatele	CZ - Česká republika
http://linked.open...ontrolniKodProRIV	[888CA2300C2A]
http://linked.open...i/riv/nazevZdroje	Scientific Papers of the University of Pardubice, Series D
http://linked.open...in/vavai/riv/obor	DI
http://linked.open...ichTvurcuVysledku	3 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Indicators for assessment and simulation of interactions among environment, economics and social connections
http://linked.open...UplatneniVysledku	2008
http://linked.open...v/svazekPeriodika	13
http://linked.open...iv/tvurceVysledku	Jirava, Pavel Kašparová, Miloslava Křupka, Jiří
issn	1211-555X
number of pages	12 (xsd:int)
http://localhost/t...ganizacniJednotka	25410
is http://linked.open...avai/riv/vysledek of	Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees

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