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Volumn 485-486, Issue 1, 2014, Pages 292-299

Finite mixture models to characterize and refine air quality monitoring networks

Author keywords

Air quality monitoring networks; Finite mixture models; Imputation; Missing data; Random forests; Seville

Indexed keywords

AIR POLLUTION; AIR QUALITY; CARBON; CARBON MONOXIDE; DECISION TREES; MAXIMUM PRINCIPLE; MIXTURES; MONITORING; NITROGEN OXIDES; OPEN SOURCE SOFTWARE; OPEN SYSTEMS; POLLUTION; PRINCIPAL COMPONENT ANALYSIS; QUALITY MANAGEMENT; STATISTICS; SULFUR DIOXIDE;

EID: 84898434706     PISSN: 00489697     EISSN: 18791026     Source Type: Journal    
DOI: 10.1016/j.scitotenv.2014.03.091     Document Type: Article
Times cited : (22)

References (28)
  • 1
  • 2
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. Random forests. Mach Learn 2001, 45(1):5-32.
    • (2001) Mach Learn , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 3
    • 0033026395 scopus 로고    scopus 로고
    • Optimal design of multi-pollutant air quality monitoring network in a metropolitan region using Kaohsiung, Taiwan as an example
    • Chang N.B., Tseng C.C. Optimal design of multi-pollutant air quality monitoring network in a metropolitan region using Kaohsiung, Taiwan as an example. Environ Monit Assess 1999, 57(2):121-148.
    • (1999) Environ Monit Assess , vol.57 , Issue.2 , pp. 121-148
    • Chang, N.B.1    Tseng, C.C.2
  • 5
    • 12844250727 scopus 로고    scopus 로고
    • Mixture model on the variance for the differential analysis of gene expression data
    • Delmar P., Robin S., Tronik-Le R., Daudin J.J. Mixture model on the variance for the differential analysis of gene expression data. Appl Stat 2005, 54:31-50.
    • (2005) Appl Stat , vol.54 , pp. 31-50
    • Delmar, P.1    Robin, S.2    Tronik-Le, R.3    Daudin, J.J.4
  • 6
    • 0002629270 scopus 로고
    • Maximum likelihood estimation from incomplete data via the EM algorithm
    • [Series B]
    • Dempster A.P., Laird N.M., Rubin D.B. Maximum likelihood estimation from incomplete data via the EM algorithm. J R Stat Soc 1977, 39:1-38. [Series B].
    • (1977) J R Stat Soc , vol.39 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 7
    • 85043043274 scopus 로고    scopus 로고
    • Directive 2008/50/EC of the European Parliament and of the Council of 21 May 2008 on ambient air quality and cleaner air for Europe [Internet]. [cited 2014 Feb 22]. Available from: .
    • Directive 2008/50/EC of the European Parliament and of the Council of 21 May 2008 on ambient air quality and cleaner air for Europe [Internet]. [cited 2014 Feb 22]. Available from: http://eur-lex.europa.eu/LexUriServ/LexUriServ.do?uri=OJ:L:2008:152:0001:0044:En:PDF.
  • 10
    • 37649024043 scopus 로고    scopus 로고
    • The ade4 package: implementing the duality diagram for ecologists
    • Dray S., Dufour A.B. The ade4 package: implementing the duality diagram for ecologists. J Stat Softw 2007, 22(4):1-20.
    • (2007) J Stat Softw , vol.22 , Issue.4 , pp. 1-20
    • Dray, S.1    Dufour, A.B.2
  • 11
    • 85043049192 scopus 로고    scopus 로고
    • [cited 2014 Feb 22]. Available from
    • E-PRTR [Internet] Madrid: European pollutant release and transfer register [cited 2014 Feb 22]. Available from. http://www.prtr-es.es/informes/fichacomplejo.aspx?Id_Complejo=1579.
    • Madrid: European pollutant release and transfer register
  • 13
    • 4344602702 scopus 로고    scopus 로고
    • On the equivalence of gravimetric PM data with TEOM and beta-attenuation measurements
    • Hauck H., Berner A., Gomiscek B., Stopper S., Puxbaum H., Kundi M., et al. On the equivalence of gravimetric PM data with TEOM and beta-attenuation measurements. J Aerosol Sci 2004, 35(9):1135-1149.
    • (2004) J Aerosol Sci , vol.35 , Issue.9 , pp. 1135-1149
    • Hauck, H.1    Berner, A.2    Gomiscek, B.3    Stopper, S.4    Puxbaum, H.5    Kundi, M.6
  • 14
    • 85043049755 scopus 로고    scopus 로고
    • Anuario estadístico de Andalucía
    • Junta de Andalucía, Sevilla (Spain) IECA (Instituto de Estadística y Cartografía de Andalucía)
    • IECA (Instituto de Estadística y Cartografía de Andalucía) Anuario estadístico de Andalucía. Consejería de Economía, Innovación, Ciencia y Empleo 2012, Junta de Andalucía, Sevilla (Spain).
    • (2012) Consejería de Economía, Innovación, Ciencia y Empleo
  • 15
    • 84879337321 scopus 로고    scopus 로고
    • Addressing extrema and censoring in pollutant and exposure data using mixture of normal distributions
    • Li S., Batterman S., Su F., Mukherjee B. Addressing extrema and censoring in pollutant and exposure data using mixture of normal distributions. Atmos Environ 2013, 77:464-473.
    • (2013) Atmos Environ , vol.77 , pp. 464-473
    • Li, S.1    Batterman, S.2    Su, F.3    Mukherjee, B.4
  • 16
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • Liaw A., Wiener M. Classification and regression by randomForest. R News 2002, 2(3):18-22.
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 18
    • 71949090298 scopus 로고    scopus 로고
    • The EM algorithm
    • Chapman & Hall/CRC, Florida, X. Wu, V. Kumar (Eds.)
    • McLachlan G.J., Ng S.K. The EM algorithm. The top-ten algorithms in Data Mining 2009, 93-115. Chapman & Hall/CRC, Florida. X. Wu, V. Kumar (Eds.).
    • (2009) The top-ten algorithms in Data Mining , pp. 93-115
    • McLachlan, G.J.1    Ng, S.K.2
  • 20
    • 38749135794 scopus 로고    scopus 로고
    • Management of air quality monitoring using principal component and cluster analysis-Part I: SO2 and PM10
    • Pires J.C.M., Sousa S.I.V., Pereira M.C., Alvim-Ferraz M.C.M., Martins F.G. Management of air quality monitoring using principal component and cluster analysis-Part I: SO2 and PM10. Atmos Environ 2008, 42:1249-1260.
    • (2008) Atmos Environ , vol.42 , pp. 1249-1260
    • Pires, J.C.M.1    Sousa, S.I.V.2    Pereira, M.C.3    Alvim-Ferraz, M.C.M.4    Martins, F.G.5
  • 21
    • 76449088209 scopus 로고    scopus 로고
    • Two approaches to imputation and adjustment of air quality data from a composite monitoring network
    • Pollice A., Lasinio G.J. Two approaches to imputation and adjustment of air quality data from a composite monitoring network. J Data Sci 2009, 7:43-59.
    • (2009) J Data Sci , vol.7 , pp. 43-59
    • Pollice, A.1    Lasinio, G.J.2
  • 22
    • 84914179053 scopus 로고    scopus 로고
    • R Foundation for Statistical Computing, Vienna, Austria, Available from R Core Team
    • R Core Team R: A language and environment for statistical computing 2013, R Foundation for Statistical Computing, Vienna, Austria, Available from http://www.R-project.org/.
    • (2013) R: A language and environment for statistical computing
  • 23
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz G. Estimating the dimension of a model. Ann Stat 1978, 6(2):461-464.
    • (1978) Ann Stat , vol.6 , Issue.2 , pp. 461-464
    • Schwarz, G.1
  • 24
    • 85043087760 scopus 로고    scopus 로고
    • Barómetro de economía urbana 2012
    • Ayuntamiento de Sevilla, Sevilla (Spain) SG (Sevilla Global)
    • SG (Sevilla Global) Barómetro de economía urbana 2012. Agencia Urbana de Desarrollo Integral 2012, Ayuntamiento de Sevilla, Sevilla (Spain).
    • (2012) Agencia Urbana de Desarrollo Integral
  • 25
    • 0000607206 scopus 로고
    • Identifiability of finite mixtures
    • Teicher H. Identifiability of finite mixtures. Ann Math Stat 1963, 34:1265-1269.
    • (1963) Ann Math Stat , vol.34 , pp. 1265-1269
    • Teicher, H.1
  • 26
    • 84874794246 scopus 로고    scopus 로고
    • Statistical air quality predictions for public health surveillance: evaluation and generation of county level metrics of PM2.5 for the environmental public health tracking network
    • Vaidyanathan A., Dimmick W.F., Kegler S.R., Qualters J.R. Statistical air quality predictions for public health surveillance: evaluation and generation of county level metrics of PM2.5 for the environmental public health tracking network. Int J Health Geogr 2013, 12:1-12.
    • (2013) Int J Health Geogr , vol.12 , pp. 1-12
    • Vaidyanathan, A.1    Dimmick, W.F.2    Kegler, S.R.3    Qualters, J.R.4
  • 28
    • 2342533082 scopus 로고    scopus 로고
    • On convergence properties of the EM algorithm for Gaussian mixtures
    • Xu L., Jordan M. On convergence properties of the EM algorithm for Gaussian mixtures. Neural Comput 1996, 8:129-151.
    • (1996) Neural Comput , vol.8 , pp. 129-151
    • Xu, L.1    Jordan, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.