Temperature impact on the economic growth effect: method development and model performance evaluation with subnational data in China

How can machine learning help in understanding the impact of climate change on crop yields?

(2023) Balsher Singh Sidhu et al.   Environmental Research Letters

Valuing the impact of climate change on China’s economic growth

(2022) Hongbo Duan et al.   Economic Analysis and Policy

Weather shocks and economic growth in India

(2022) Medhavi Sandhani et al.   Journal of Environmental Economics and Policy

The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation

(2021) Davide Chicco et al.   PeerJ Computer Science

The GDP-Temperature relationship: Implications for climate change damages

(2021) Richard G. Newell et al.   JOURNAL OF ENVIRONMENTAL ECONOMICS AND MANAGEMENT

Current and projected regional economic impacts of heatwaves in Europe

(2021) David García-León et al.   Nature Communications

Using multiple linear regression and random forests to identify spatial poverty determinants in rural China

(2020) Mengxiao Liu et al.   Spatial Statistics

Hyperparameters and tuning strategies for random forest

(2019) Philipp Probst et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

New Recommendations on the Use of R-Squared Differences in Multilevel Model Comparisons

(2019) Jason D. Rights et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Revisiting the temperature-economic growth relationship using global subnational data

(2018) Xiaobing Zhao et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

(2018) Tomislav Hengl et al.   PeerJ

Climate Econometrics

(2016) Solomon Hsiang   Annual Review of Resource Economics

Random Forests for Global and Regional Crop Yield Predictions

(2016) Jig Han Jeong et al.   PLoS One

Multithreshold Entropy Linear Classifier: Theory and applications

(2015) Wojciech Marian Czarnecki et al.   EXPERT SYSTEMS WITH APPLICATIONS

Global non-linear effect of temperature on economic production

(2015) Marshall Burke et al.   NATURE

Bootstrap techniques for sensitivity analysis and model selection in building thermal performance analysis

(2014) Wei Tian et al.   APPLIED ENERGY

RegCM4: model description and preliminary tests over multiple CORDEX domains

(2011) F Giorgi et al.   CLIMATE RESEARCH

Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models

(2010) Simon N. Wood   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Temperatures and cyclones strongly associated with economic production in the Caribbean and Central America

(2010) S. M. Hsiang   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Variable Importance Assessment in Regression: Linear Regression versus Random Forest

(2009) Ulrike Grömping   AMERICAN STATISTICIAN