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@inproceedings{748321,
author = {Veselý, Vítězslav and Hrdličková, Zuzana and Tonner, Jaromír and Michálek, Jaroslav and Kolář, Miroslav},
address = {Brno, Česká republika},
booktitle = {Book of Abstracts TIES 2007, August 16-20, 2007, 18th annual meeting of the International Environmetrics Society},
edition = {1.},
keywords = {Air Pollution; Dust Aerosols PM10; Generalized autoregressive linear model; sparse estimator; Basis Pursuit Algorithm},
language = {eng},
location = {Brno, Česká republika},
isbn = {978-80-210-4333-6},
pages = {118-119},
publisher = {TIES},
title = {Analysis of PM10 air pollution in Brno based on a GLM with strongly rank-deficient design matrix},
year = {2007}
}
TY - JOUR
ID - 748321
AU - Veselý, Vítězslav - Hrdličková, Zuzana - Tonner, Jaromír - Michálek, Jaroslav - Kolář, Miroslav
PY - 2007
TI - Analysis of PM10 air pollution in Brno based on a GLM with strongly rank-deficient design matrix
PB - TIES
CY - Brno, Česká republika
SN - 9788021043336
KW - Air Pollution
KW - Dust Aerosols PM10
KW - Generalized autoregressive linear model
KW - sparse estimator
KW - Basis Pursuit Algorithm
N2 - A family of complex (generalized) linear models has been suggested exhibiting strong rank-deficiency in the design matrix to allow for more precise modeling involving identification of significant air pollution sources, among others. From each of them the parameter estimates were obtained using both standard estimation procedure and a new sparse parameter estimation technique based on BPA4 - a four-step modification of the Basis Pursuit Algorithm originally suggested in [Chen {S. S.}, Donoho {D. L.}, Saunders {M. A.}. Atomic decomposition by basis pursuit.SIAM J. Sci. Comput., 20(1):33-61,1998.] for time-scale analysis of digital signals. The goal of the analysis was to identify the model and algorithm yielding most precise one-day forecasts of the level of pollution by PM10 with regard to the meteorological and seasonal covariates.
ER -
VESELÝ, Vítězslav, Zuzana HRDLIČKOVÁ, Jaromír TONNER, Jaroslav MICHÁLEK and Miroslav KOLÁŘ. Analysis of PM10 air pollution in Brno based on a GLM with strongly rank-deficient design matrix. In \textit{Book of Abstracts TIES 2007, August 16-20, 2007, 18th annual meeting of the International Environmetrics Society}. 1st ed. Brno, Česká republika: TIES, 2007, p.~118-119. ISBN~978-80-210-4333-6.
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