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Incorporating machine learning with biophysical model can improve the evaluation of climate extremes impacts on wheat yield in south-eastern Australia 期刊论文
AGRICULTURAL AND FOREST METEOROLOGY, 2019, 卷号: 275, 页码: 100-113
作者:  Feng, Puyu;  Wang, Bin;  Liu, De Li;  Waters, Cathy;  Yu, Qiang
收藏  |  浏览/下载：38/0  |  提交时间：2019/10/08
Extreme climate events  Wheat yield  APSIM  Random forest  Hybrid model  
Analysis of Climate Change Impacts on Tree Species of the Eastern US: Results of DISTRIB-II Modeling 期刊论文
FORESTS, 2019, 卷号: 10, 期号: 4
作者:  Iverson, Louis R.;  Peters, Matthew P.;  Prasad, Anantha M.;  Matthews, Stephen N.
收藏  |  浏览/下载：30/0  |  提交时间：2019/10/08
climate change  tree species suitable habitat  random forest model  DISTRIB-II  eastern United States  
Reconstructing past biomes states using machine learning and modern pollen assemblages: A case study from Southern Africa 期刊论文
QUATERNARY SCIENCE REVIEWS, 2019, 卷号: 212, 页码: 1-17
作者:  Sobol, Magdalena K.;  Scott, Louis;  Finkelstein, Sarah A.
收藏  |  浏览/下载：28/0  |  提交时间：2019/11/07
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, 卷号: 225, 页码: 1-16
作者:  Shiru, Mohammed Sanusi;  Shahid, Shamsuddin;  Chung, Eun-Sung;  Alias, Noraliani;  Scherer, Laura
收藏  |  浏览/下载：35/0  |  提交时间：2019/11/07
Prediction of heat waves in Pakistan using quantile regression forests 期刊论文
ATMOSPHERIC RESEARCH, 2019, 卷号: 221, 页码: 1-11
作者:  Khan, Najeebullah;  Shahid, Shamsuddin;  Juneng, Liew;  Ahmed, Kamal;  Ismail, Tarmizi;  Nawaz, Nadeem
收藏  |  浏览/下载：24/0  |  提交时间：2019/11/07
Integration of eddy covariance and process-based model for the intra-annual variability of carbon fluxes in an Indian tropical forest 期刊论文
BIODIVERSITY AND CONSERVATION, 2019, 卷号: 28, 期号: 8-9, 页码: 2123-2141
作者:  Pillai, Nithin D.;  Nandy, Subrata;  Patel, N. R.;  Srinet, Ritika;  Watham, Taibanganba;  Chauhan, Prakash
收藏  |  浏览/下载：35/0  |  提交时间：2019/11/07
NPP estimation using random forest and impact feature variable importance analysis 期刊论文
JOURNAL OF SPATIAL SCIENCE, 2019, 卷号: 64, 期号: 1, 页码: 173-192
作者:  Yu, Bo;  Chen, Fang;  Chen, Hanyue
收藏  |  浏览/下载：28/0  |  提交时间：2019/10/08
Feature variable importance  MODIS  NPP calculation  random forest  remote sensing  
Tree Shade, Temperature, and Human Health: Evidence from Invasive Species-induced Deforestation 期刊论文
ECOLOGICAL ECONOMICS, 2019, 卷号: 156, 页码: 12-23
作者:  Jones, Benjamin A.
收藏  |  浏览/下载：22/0  |  提交时间：2019/11/07
Evaluation of influencing factors on tea production based on random forest regression and mean impact value 期刊论文
AGRICULTURAL ECONOMICS-ZEMEDELSKA EKONOMIKA, 2019, 卷号: 65, 期号: 7, 页码: 340-347
作者:  Chen, Yihui;  Li, Minjie
收藏  |  浏览/下载：25/0  |  提交时间：2019/11/07
A novel ensemble modeling approach for the spatial prediction of tropical forest fire susceptibility using LogitBoost machine learning classifier and multi-source geospatial data 期刊论文
THEORETICAL AND APPLIED CLIMATOLOGY, 2019, 卷号: 137, 期号: 1-2, 页码: 637-653
作者:  Tehrany, Mahyat Shafapour;  Jones, Simon;  Shabani, Farzin;  Martinez-Alvarez, Francisco;  Dieu Tien Bui
收藏  |  浏览/下载：24/0  |  提交时间：2019/11/07