A comparison of linear regression, regularization, and machine learning algorithms to develop Europe-wide spatial models of fine particles and nitrogen dioxide
Jie ChenInstitute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC, Utrecht, the Netherlands. Electronic address: [email protected]Kees de HooghSwiss Tropical and Public Health Institute, Socinstrasse 57, 4051 Basel, Switzerland; University of Basel, Petersplatz 1, Postfach 4001 Basel, Switzerland. Electronic address: [email protected]John GulliverCentre for Environmental Health and Sustainability, School of Geography, Geology and the Environment, University of Leicester, University Road, Leicester LE1 7RH, UK. Electronic address: [email protected]Barbara HoffmannInstitute for Occupational, Social and Environmental Medicine, Centre for Health and Society, Medical Faculty, Heinrich Heine University Düsseldorf, Universitätsstraße 1, 40225 Düsseldorf, Germany. Electronic address: [email protected]Ole HertelDepartment of Environmental Science, Aarhus University, P.O. Box 358, Frederiksborgvej 399, 4000 Roskilde, Denmark. Electronic address: [email protected]Matthias KetzelDepartment of Environmental Science, Aarhus University, P.O. Box 358, Frederiksborgvej 399, 4000 Roskilde, Denmark; Global Centre for Clean Air Research (GCARE), Department of Civil and Environmental Engineering, University of Surrey, Guildford GU2 7XH, UK. Electronic address: [email protected]Mariska BauwelinckInterface Demography, Department of Sociology, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium. Electronic address: [email protected]Aaron van DonkelaarDepartment of Physics and Atmospheric Science, Dalhousie University, B3H 4R2 Halifax, Nova Scotia, Canada. Electronic address: [email protected]Ulla Arthur HvidtfeldtDanish Cancer Society Research Center, Strandboulevarden 49, 2100 Copenhagen, Denmark. Electronic address: [email protected]Klea KatsouyanniDepartment of Hygiene, Epidemiology and Medical Statistics, Medical School, National and Kapodistrian University of Athens, 75 Mikras Asias Str, 115 27 Athens, Greece; Department Population Health Sciences and Department of Analytical, Environmental and Forensic Sciences, School of Population Health & Environmental Sciences, King's College Strand, London WC2R 2LS, UK. Electronic address: [email protected]Nicole JanssenNational Institute for Public Health and the Environment (RIVM), PO Box 1, 3720 BA, Bilthoven, the Netherlands. Electronic address: [email protected]Randall V. MartinDepartment of Physics and Atmospheric Science, Dalhousie University, B3H 4R2 Halifax, Nova Scotia, Canada; Atomic and Molecular Physics Division, Harvard-Smithsonian Center for Astrophysics, 60 Garden St, Cambridge, MA 02138, USA. Electronic address: [email protected]Evangelia SamoliDepartment of Hygiene, Epidemiology and Medical Statistics, Medical School, National and Kapodistrian University of Athens, 75 Mikras Asias Str, 115 27 Athens, Greece. Electronic address: [email protected]Per E. SchwartzDivision of Environmental Medicine, Norwegian Institute of Public Health, PO Box 4404 Nydalen, N-0403 Oslo, Norway. Electronic address: [email protected]Massimo StafoggiaDepartment of Epidemiology, Lazio Region Health Service/ASL Roma 1, Via Cristoforo Colombo, 112, 00147, Rome, Italy; Institute of Environmental Medicine, Karolinska Institutet, SE-171 77 Stockholm, Sweden. Electronic address: [email protected]Tom BellanderInstitute of Environmental Medicine, Karolinska Institutet, SE-171 77 Stockholm, Sweden. Electronic address: [email protected]Maciek StrakInstitute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC, Utrecht, the Netherlands. Electronic address: [email protected]Kathrin WolfHelmholtz Zentrum München, German Research Center for Environmental Health (GmbH), Institute of Epidemiology, Ingolstädter Landstr. 1, D-85764 Neuherberg, Germany. Electronic address: [email protected]Danielle VienneauSwiss Tropical and Public Health Institute, Socinstrasse 57, 4051 Basel, Switzerland; University of Basel, Petersplatz 1, Postfach 4001 Basel, Switzerland. Electronic address: [email protected]Roel VermeulenInstitute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC, Utrecht, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, the Netherlands. Electronic address: [email protected]Bert BrunekreefInstitute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC, Utrecht, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, the Netherlands. Electronic address: [email protected]Gerard HoekInstitute for Risk Assessment Sciences (IRAS), Utrecht University, Postbus 80125, 3508 TC, Utrecht, the Netherlands. Electronic address: [email protected]
2019en
ABI
Аннотация
models in all algorithms that allow assessment of the importance of variables. Different statistical algorithms performed similarly when modelling spatial variation in annual average air pollution concentrations using a large number of training sites.
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