Machine learning predictions of nitrate in groundwater used for drinking supply in the conterminous United States

Evaluation of six methods for correcting bias in estimates from ensemble tree machine learning regression models

(2021) K. Belitz et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Exposure to nitrate from drinking water and the risk of childhood cancer in Denmark

(2021) Leslie T. Stayner et al.   ENVIRONMENT INTERNATIONAL

Nation-wide estimation of groundwater redox conditions and nitrate concentrations through machine learning

(2020) Lukas Knoll et al.   Environmental Research Letters

Patterns and predictions of drinking water nitrate violations across the conterminous United States

(2020) Michael J. Pennino et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Calibrated Simulation of the Long‐Term Average Surficial Groundwater System and Derived Spatial Distributions of its Characteristics for the Contiguous United States

(2020) Wesley O. Zell et al.   WATER RESOURCES RESEARCH

Susceptibility Prediction of Groundwater Hardness Using Ensemble Machine Learning Models

(2020) Amirhosein Mosavi et al.   Water

Exposure-based assessment and economic valuation of adverse birth outcomes and cancer risk due to nitrate in United States drinking water.

(2019) Alexis Temkin et al.   ENVIRONMENTAL RESEARCH

Large scale prediction of groundwater nitrate concentrations from spatial data using machine learning

(2019) Lukas Knoll et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparison of four learning-based methods for predicting groundwater redox status

(2019) M.J. Friedel et al.   JOURNAL OF HYDROLOGY

Achieving unbiased predictions of national-scale groundwater redox conditions via data oversampling and statistical learning

(2019) Scott R. Wilson et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Multiorder Hydrologic Position in the Conterminous United States: A Set of Metrics in Support of Groundwater Mapping at Regional and National Scales

(2019) Kenneth Belitz et al.   WATER RESOURCES RESEARCH

Secondary Hydrogeologic Regions of the Conterminous United States

(2018) Kenneth Belitz et al.   Groundwater

Nitrate in drinking water and colorectal cancer risk: A nationwide population-based cohort study

(2018) Jörg Schullehner et al.   INTERNATIONAL JOURNAL OF CANCER

Secondary Hydrogeologic Regions of the Conterminous United States

(2018) Kenneth Belitz et al.   Groundwater

Drinking Water Nitrate and Human Health: An Updated Review

(2018) Mary Ward et al.   International Journal of Environmental Research and Public Health

Application of random forest regression and comparison of its performance to multiple linear regression in modeling groundwater nitrate concentration at the African continent scale

(2018) Issoufou Ouedraogo et al.   HYDROGEOLOGY JOURNAL

Modeling groundwater nitrate exposure in private wells of North Carolina for the Agricultural Health Study

(2018) Kyle P. Messier et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Modeling groundwater nitrate concentrations in private wells in Iowa

(2015) David C. Wheeler et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Vulnerability of Streams to Legacy Nitrate Sources

(2013) Anthony J. Tesoriero et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Bias-corrected random forests in regression

(2011) Guoyi Zhang et al.   JOURNAL OF APPLIED STATISTICS

Nitrate in Groundwater of the United States, 1991−2003

(2010) Karen R. Burow et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Assigning land use to supply wells for the statistical characterization of regional groundwater quality: Correlating urban land use and VOC occurrence

(2009) Tyler D. Johnson et al.   JOURNAL OF HYDROLOGY

A working guide to boosted regression trees

(2008) J. Elith et al.   JOURNAL OF ANIMAL ECOLOGY

Input data for decision trees

(2006) S PIRAMUTHU   EXPERT SYSTEMS WITH APPLICATIONS