Explainable heat-related mortality with random forest and SHapley Additive exPlanations (SHAP) models

Impact of different heat wave definitions on daily mortality in Bandafassi, Senegal

(2021) Mbaye Faye et al.   PLoS One

Feature Selection and Instance Selection from Clinical Datasets Using Co-operative Co-evolution and Classification Using Random Forest

(2020) V. R. Elgin Christo et al.   IETE JOURNAL OF RESEARCH

Comparison of Convolutional Neural Network Architectures for Classification of Tomato Plant Diseases

(2020) Valeria Maeda-Gutiérrez et al.   Applied Sciences-Basel

Effects of building density on land surface temperature in China: Spatial patterns and determinants

(2020) Jinchao Song et al.   LANDSCAPE AND URBAN PLANNING

Short-Term Spatio-Temporal Drought Forecasting Using Random Forests Model at New South Wales, Australia

(2020) Abhirup Dikshit et al.   Applied Sciences-Basel

Prediction of Antimalarial Drug-Decorated Nanoparticle Delivery Systems with Random Forest Models

(2020) Diana V. Urista et al.   Biology-Basel

Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach

(2020) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Social isolation and vulnerability to heatwave-related mortality in the urban elderly population: A time-series multi-community study in Korea

(2020) Yong-ook Kim et al.   ENVIRONMENT INTERNATIONAL

Process control via random forest classification of profile signals: An application to a tapping process

(2020) Hussam Alshraideh et al.   Journal of Manufacturing Processes

Optimizing local climate zones to mitigate urban heat island effect in human settlements

(2020) Jun Yang et al.   JOURNAL OF CLEANER PRODUCTION

Heatwave Damage Prediction Using Random Forest Model in Korea

(2020) Minsoo Park et al.   Applied Sciences-Basel

Estimation of monthly 1 km resolution PM2.5 concentrations using a random forest model over “2 + 26” cities, China

(2020) Jing Lu et al.   Urban Climate

Detection Analysis of Epileptic EEG Using a Novel Random Forest Model Combined With Grid Search Optimization

(2019) Xiashuang Wang et al.   Frontiers in Human Neuroscience

Estimation of heat-related morbidity from weather data: A computational study in three prefectures of Japan over 2013–2018

(2019) Sachiko Kodera et al.   ENVIRONMENT INTERNATIONAL

Land subsidence susceptibility assessment using random forest machine learning algorithm

(2019) Majid Mohammady et al.   Environmental Earth Sciences

Heat wave intensity and daily mortality in four of the largest cities of Spain

(2019) Dominic Royé et al.   ENVIRONMENTAL RESEARCH

Urban water networks as an alternative source for district heating and emergency heat-wave cooling

(2018) Xiaofeng Guo et al.   ENERGY

A better indicator to measure the effects of meteorological factors on cardiovascular mortality: heat index

(2018) Qian Yin et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Adaptation strategies for minimizing heat wave induced morbidity and its determinants

(2018) Khuda Bakhsh et al.   Sustainable Cities and Society

Weekly heat wave death prediction model using zero-inflated regression approach

(2018) Do-Woo Kim et al.   THEORETICAL AND APPLIED CLIMATOLOGY

A random forest model to predict heatstroke occurrence for heatwave in China

(2018) Yanwen Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Estimating PM2.5 Concentrations in the Conterminous United States Using the Random Forest Approach

(2017) Xuefei Hu et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

How hard they hit? Perception, adaptation and public health implications of heat waves in urban and peri-urban Pakistan

(2017) Sara Rauf et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

The future distribution of river fish: The complex interplay of climate and land use changes, species dispersal and movement barriers

(2017) Johannes Radinger et al.   GLOBAL CHANGE BIOLOGY

Effects of heat waves on daily excess mortality in 14 Korean cities during the past 20 years (1991–2010): an application of the spatial synoptic classification approach

(2017) Dae-Geun Lee et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Spatial prediction of flood susceptibility using random-forest and boosted-tree models in Seoul metropolitan city, Korea

(2017) Sunmin Lee et al.   Geomatics Natural Hazards & Risk

On the effect of summer heatwaves and urban overheating on building thermal-energy performance in central Italy

(2017) Andri Pyrgou et al.   Sustainable Cities and Society

Impact of heatwave on mortality under different heatwave definitions: A systematic review and meta-analysis

(2016) Zhiwei Xu et al.   ENVIRONMENT INTERNATIONAL

Mortality during the 2013 heatwave in England – How did it compare to previous heatwaves? A retrospective observational study

(2016) Helen K. Green et al.   ENVIRONMENTAL RESEARCH

Impact of Heat Wave Definitions on the Added Effect of Heat Waves on Cardiovascular Mortality in Beijing, China

(2016) Wentan Dong et al.   International Journal of Environmental Research and Public Health

Heat stress risk and resilience in the urban environment

(2016) Gertrud Hatvani-Kovacs et al.   Sustainable Cities and Society

Socio-demographic vulnerability to heatwave impacts in Brisbane, Australia: a time series analysis

(2014) Ghasem Sam Toloo et al.   AUSTRALIAN AND NEW ZEALAND JOURNAL OF PUBLIC HEALTH

Identifying hot spots of security vulnerability associated with climate change in Africa

(2014) Joshua W. Busby et al.   CLIMATIC CHANGE

What weather variables are important in predicting heat-related mortality? A new application of statistical learning methods

(2014) Kai Zhang et al.   ENVIRONMENTAL RESEARCH

Minimization of Heatwave Morbidity and Mortality

(2013) Julia Kravchenko et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

Heat wave hazard classification and risk assessment using artificial intelligence fuzzy logic

(2013) Iphigenia Keramitsoglou et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Ambient temperature and coronary heart disease mortality in Beijing, China: a time series study

(2012) Zhaoxing Tian et al.   Environmental Health

Difficulties of defining the term, “heat wave”, in public health

(2012) Juan Carlos Montero et al.   INTERNATIONAL JOURNAL OF ENVIRONMENTAL HEALTH RESEARCH

Comparison of random forest, support vector machine and back propagation neural network for electronic tongue data classification: Application to the recognition of orange beverage and Chinese vinegar

(2012) Miao Liu et al.   SENSORS AND ACTUATORS B-CHEMICAL

Heat Waves in the United States: Mortality Risk during Heat Waves and 
Effect Modification by Heat Wave Characteristics in 43 U.S. Communities

(2010) G. Brooke Anderson et al.   ENVIRONMENTAL HEALTH PERSPECTIVES

Has the impact of heat waves on mortality changed in France since the European heat wave of summer 2003? A study of the 2006 heat wave

(2008) A Fouillet et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY