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Nation-wide estimation of groundwater redox conditions and nitrate concentrations through machine learning 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Knoll, Lukas;  Breuer, Lutz;  Bach, Martin
收藏  |  浏览/下载：10/0  |  提交时间：2020/07/02
groundwater quality  nitrate pollution  redox conditions  random forest  uncertainty  large-scale  
Integrating data mining and transmission theory in the ecology of infectious diseases 期刊论文
ECOLOGY LETTERS, 2020, 23 (8) : 1178-1188
作者:  Han, Barbara A.;  39;Regan, Suzanne M.
收藏  |  浏览/下载：8/0  |  提交时间：2020/05/25
Boosted regression  disease dynamics  disease macroecology  pathogen transmission  random forest  statistical learning  zoonosis  zoonotic spillover  
Random forest models for PM2.5 speciation concentrations using MISR fractional AODs 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (3)
作者:  Geng, Guannan;  Meng, Xia;  He, Kebin;  Liu, Yang
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
MISR  random forest  fine particulate matter speciation  exposure assessment  satellite remote sensing  
Insights Into Preferential Flow Snowpack Runoff Using Random Forest 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 10727-10746
作者:  Avanzi, Francesco;  Johnson, Ryan Curtis;  Oroza, Carlos A.;  Hirashima, Hiroyuki;  Maurer, Tessa;  Yamaguchi, Satoru
收藏  |  浏览/下载：5/0  |  提交时间：2020/02/16
preferential flow  snow  Random Forest  lysimeters  SNOWPACK  
Integration of WorldView-2 and airborne laser scanning data to classify defoliation levels in Quercus ilex L. Dehesas affected by root rot mortality: Management implications 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 451
作者:  Navarro-Cerrillo, Rafael M.;  Varo-Martinez, Ma Angeles;  Acosta, Cristina;  Palacios Rodriguez, Guillermo;  Sanchez-Cuesta, Rafael;  Gomez, Francisco J. Ruiz
收藏  |  浏览/下载：15/0  |  提交时间：2019/11/27
Dehesas forest type  Holm oak decline  Defoliation  Predictor remote sensing datasets  Segmentation  Random forest  
Gap-filling approaches for eddy covariance methane fluxes: A comparison of three machine learning algorithms and a traditional method with principal component analysis 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Kim, Yeonuk;  Johnson, Mark S.;  Knox, Sara H.;  Black, T. Andrew;  Dalmagro, Higo J.;  Kang, Minseok;  Kim, Joon;  Baldocchi, Dennis
收藏  |  浏览/下载：16/0  |  提交时间：2019/11/27
artificial neural network  comparison of gap-filling techniques  eddy covariance  machine learning  marginal distribution sampling  methane flux  random forest  support vector machine  
Modelling and mapping beech forest distribution and site productivity under different climate change scenarios in the Cantabrian Range (North-western Spain) 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 450
作者:  Castano-Santamaria, Javier;  Lopez-Sanchez, Carlos A.;  Ramon Obeso, Jose;  Marcos Barrio-Anta
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
Fagus sylvatica L.  Suitable habitat  Site index  Spatially-continuous environmental variables  Random Forest  Modelling  Climate change  
Forest ecological heterogeneity determines contrasting relationships between crown defoliation and tree diversity 期刊论文
FOREST ECOLOGY AND MANAGEMENT, 2019, 448: 321-329
作者:  Iacopetti, Giovanni;  Bussotti, Filippo;  Selvi, Federico;  Maggino, Filomena;  Pollastrini, Martina
收藏  |  浏览/下载：12/0  |  提交时间：2019/11/27
Cluster analysis  Defoliation  Fagus sylvatica  ICP Forests  Level I survey  Picea abies  Random forest analysis  Resilience  Quercus ilex  Tree diversity  
A MCDM-based framework for selection of general circulation models and projection of spatio-temporal rainfall changes: A case study of Nigeria 期刊论文
ATMOSPHERIC RESEARCH, 2019, 225: 1-16
作者:  Shiru, Mohammed Sanusi;  Shahid, Shamsuddin;  Chung, Eun-Sung;  Alias, Noraliani;  Scherer, Laura
收藏  |  浏览/下载：14/0  |  提交时间：2019/11/27
Feature selection method  General circulation model  Information entropy  Statistical downscaling  Random forest  
Climate modulation of Nino3.4 SST-anomalies on air quality change in southern China: Application to seasonal forecast of haze pollution 期刊论文
ATMOSPHERIC RESEARCH, 2019, 225: 157-164
作者:  Cheng, Xugeng;  Boiyo, Richard;  Zhao, Tianliang;  Xu, Xiangde;  Gong, Sunling;  Xie, Xiaoning;  Shang, Ke
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
Air quality  Haze  Southern China  Random forest  SSTA