Evaluation of white-box versus black-box machine learning models in estimating ambient black carbon concentration

Author:

Fung Pak L.,Zaidan Martha A.,Timonen Hilkka,Niemi Jarkko V.,Kousa Anu,Kuula Joel,Luoma Krista,Tarkoma Sasu,Petäjä Tuukka,Kulmala Markku,Hussein Tareq

Funder

MegaSense program, the City of Helsinki Innovation Fund

Business Finland

European Union

Urban Innovative Action Healthy Outdoor Premises for Everyone

European Research Council

European Union's Horizon 2020 Research and Innovation Framework Program

ERA-PLANET

SMURBS

Academy of Finland

NanoBioMass

Publisher

Elsevier BV

Subject

Pollution,Atmospheric Science,Fluid Flow and Transfer Processes,Mechanical Engineering,Environmental Engineering

Reference71 articles.

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3. Bagging predictors;Breiman;Machine Learning,1996

4. A review of artificial neural network models for ambient air pollution prediction;Cabaneros;Environmental Modelling & Software,2019

5. Wintertime aerosol chemistry in sub-Arctic urban air;Carbone;Aerosol Science and Technology,2014

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