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Enhancing the Evaluation and Interpretability of Data-Driven Air Quality Models 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 246
作者:  Gu J.;  Yang B.;  Brauer M.;  Zhang K.M.
收藏  |  浏览/下载:46/0  |  提交时间:2022/01/18
Air quality modeling  Data-driven model  Linear regression  Model evaluation  Model interpretability  Random forest  Repeated cross-validations  SHAP  
Detecting and modelling alien tree presence using Sentinel-2 satellite imagery in Chile's temperate forests 期刊论文
, 2020, 卷号: 474
作者:  Martin-Gallego P.;  Aplin P.;  Marston C.;  Altamirano A.;  Pauchard A.
收藏  |  浏览/下载:40/0  |  提交时间:2020/07/28
Biodiversity  Conservation  Decision trees  Environmental protection  Random forests  Remote sensing  Satellite imagery  Araucaria araucana  Biological invasion  Classification accuracy  Fragmentation analysis  Fragmented landscapes  Landscape structures  Remote sensing approaches  Temperate forests  Forestry  biodiversity  coniferous tree  detection method  ecological modeling  introduced species  land cover  protected area  satellite imagery  Sentinel  temperate forest  Area  Averages  Biodiversity  Conservation  Coverings  Forestry  Remote Sensing  Trees  Araucania  Chile  Malalcahuello National Reserve  Villarrica National Park  Araucaria araucana  
Nonlinear mixed-effects height to crown base model based on both airborne LiDAR and field datasets for Picea crassifolia Kom trees in northwest China 期刊论文
, 2020, 卷号: 474
作者:  Yang Z.;  Liu Q.;  Luo P.;  Ye Q.;  Sharma R.P.;  Duan G.;  Zhang H.;  Fu L.
收藏  |  浏览/下载:37/0  |  提交时间:2020/07/28
Calibration  Forecasting  Optical radar  Random processes  Remote sensing  Best linear unbiased predictions  Diameter-at-breast heights  Field-based measurements  Forest growth and yield  Initiation and propagation  Light detection and ranging  Nonlinear mixed effects  Prediction accuracy  Forestry  accuracy assessment  airborne survey  canopy architecture  data set  deciduous forest  field method  forestry modeling  height determination  lidar  nonlinearity  yield response  Accuracy  Calibration  Forecasts  Forestry  Random Processes  Remote Sensing  Tree Dimensions  Trees  China  Gansu  Picea crassifolia  
Cumulative effects of multiple biodiversity attributes and abiotic factors on ecosystem multifunctionality in the Jinsha River valley of southwestern China 期刊论文
, 2020, 卷号: 472
作者:  Li S.;  Huang X.;  Lang X.;  Shen J.;  Xu F.;  Su J.
收藏  |  浏览/下载:40/0  |  提交时间:2020/07/28
Bacteria  Biodiversity  Biomass  Carbon  Decision trees  Forestry  Fungi  Landforms  Nutrients  Random forests  Rivers  Soil moisture  Arbuscular mycorrhizal fungi  Ecological restoration  Ectomycorrhizal fungi  Environmental conditions  Phylogenetic diversity  Random forest modeling  Structural equation modeling  Terrestrial ecosystems  Ecosystems  abiotic factor  arbuscular mycorrhiza  biodiversity  ecosystem function  ectomycorrhiza  environmental conditions  forest ecosystem  phylogenetics  species diversity  species richness  woody plant  Bacteria  Biodiversity  Biomass  Carbon  Forestry  Fungi  China  Jinsha River  Bacteria (microorganisms)  Fungi  
The importance of being random! Taking full account of random effects in nonlinear sigmoid hierarchical Bayesian models reveals the relationship between deadwood and the species richness of saproxylic beetles 期刊论文
, 2020, 卷号: 465
作者:  Godeau U.;  Bouget C.;  Piffady J.;  Pozzi T.;  Gosselin F.
收藏  |  浏览/下载:44/0  |  提交时间:2020/07/28
Bayesian networks  Biodiversity  Ecology  Forestry  Hierarchical systems  Living systems studies  Random forests  Ecological indicators  Evaluation criteria  Model comparison  Spatial variations  Statistical modeling  Random processes  biodiversity  biogeography  complementarity  ecophysiology  environmental indicator  forest management  numerical model  spatial variation  species richness  Biodiversity  Criteria  Data  Ecology  Forestry  Hierarchical Systems  Models  Random Processes  Coleoptera  
Application of random forest algorithm in hail forecasting over Shandong Peninsula 期刊论文
, 2020, 卷号: 244
作者:  Yao H.;  Li X.;  Pang H.;  Sheng L.;  Wang W.
收藏  |  浏览/下载:25/0  |  提交时间:2020/07/28
Decision trees  Precipitation (meteorology)  Random forests  Storms  European centre for medium-range weather forecasts  Forecast probabilities  Forecasting modeling  Generalization Error  Meteorological station  Physical quantities  Random forest algorithm  Simulation accuracy  Weather forecasting  accuracy assessment  algorithm  computer simulation  forecasting method  forest dynamics  hail  prediction  China  Shandong  Shandong Peninsula  
Modeling the Bioclimatic Range of Tall Herb Communities in Northeastern Asia 期刊论文
RUSSIAN JOURNAL OF ECOLOGY, 2019, 卷号: 50, 期号: 3, 页码: 241-248
作者:  Korznikov, K. A.;  Kislov, D. E.;  Krestov, P. V.
收藏  |  浏览/下载:24/0  |  提交时间:2019/10/08
vegetation modeling  vegetation reconstruction  global climate change  Last Glacial Maximum  bioclimatic indices  random forest  
Soil organic carbon in semiarid alpine regions: the spatial distribution, stock estimation, and environmental controls 期刊论文
JOURNAL OF SOILS AND SEDIMENTS, 2019, 卷号: 19, 期号: 10
作者:  Zhu, Meng;  Feng, Qi;  Zhang, Mengxu;  Liu, Wei;  Deo, Ravinesh C.;  Zhang, Chengqi;  Yang, Linshan
收藏  |  浏览/下载:66/0  |  提交时间:2019/11/08
Random forest  Semiarid alpine regions  Soil organic carbon  Structural equation modeling  Topography