Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216275%3A25410%2F08%3A00007413" target="_blank" >RIV/00216275:25410/08:00007413 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Air Quality Modelling by Decision Trees and Hybrid Rough Sets - Decision Trees
Original language 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.
Czech name
Modelování kvality ovzduší pomocí rozhodovacích stromů a hybridních rough-rozhodovacích stromů
Czech description
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.
Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
DI - Pollution and air control
OECD FORD branch
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Result continuities
Project
<a href="/en/project/SP%2F4I2%2F60%2F07" target="_blank" >SP/4I2/60/07: Indicators for assessment and simulation of interactions among environment, economics and social connections</a><br>
Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2008
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Scientific Papers of the University of Pardubice, Series D
ISSN
1211-555X
e-ISSN
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Volume of the periodical
13
Issue of the periodical within the volume
12
Country of publishing house
CZ - CZECH REPUBLIC
Number of pages
12
Pages from-to
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UT code for WoS article
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EID of the result in the Scopus database
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