4.6 Review

A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources

Related references

Note: Only part of the references are listed.
Article Mathematical & Computational Biology

Making complex prediction rules applicable for readers: Current practice in random forest literature and recommendations

Anne-Laure Boulesteix et al.

BIOMETRICAL JOURNAL (2019)

Article Statistics & Probability

GENERALIZED RANDOM FORESTS

Susan Athey et al.

ANNALS OF STATISTICS (2019)

Article Engineering, Environmental

Comparison of stochastic and machine learning methods for multi-step ahead forecasting of hydrological processes

Georgia Papacharalampous et al.

STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT (2019)

Article Statistics & Probability

Neural Random Forests

Gerard Biau et al.

SANKHYA-SERIES A-MATHEMATICAL STATISTICS AND PROBABILITY (2019)

Article Statistics & Probability

A computationally fast variable importance test for random forests for high-dimensional data

Silke Janitza et al.

ADVANCES IN DATA ANALYSIS AND CLASSIFICATION (2018)

Article Geography, Physical

Remote sensing for wetland classification: a comprehensive review

Sahel Mahdavi et al.

GISCIENCE & REMOTE SENSING (2018)

Article Engineering, Environmental

Streamflow Hydrology Estimate Using Machine Learning (SHEM)

T. R. Petty et al.

JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION (2018)

Article Engineering, Civil

On Predictability of Groundwater Level in Shallow Wells Using Satellite Observations

Madhumita Sahoo et al.

WATER RESOURCES MANAGEMENT (2018)

Article Water Resources

Global estimation of long-term persistence in annual river runoff

Y. Markonis et al.

ADVANCES IN WATER RESOURCES (2018)

Article Water Resources

Hydrologic responses to restored wildfire regimes revealed by soil moisture-vegetation relationships

Gabrielle Boisrame et al.

ADVANCES IN WATER RESOURCES (2018)

Review Mathematical & Computational Biology

Variable selection - A review and recommendations for the practicing statistician

Georg Heinze et al.

BIOMETRICAL JOURNAL (2018)

Article Geosciences, Multidisciplinary

Using random forest for the risk assessment of coal-floor water inrush in Panjiayao Coal Mine, northern China

Dekang Zhao et al.

HYDROGEOLOGY JOURNAL (2018)

Article Water Resources

Univariate streamflow forecasting using commonly used data-driven models: literature review and case study

Zhenghao Zhang et al.

HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES (2018)

Review Water Resources

Extracting water-related features using reflectance data and principal component analysis of Landsat images

Boglarka Balazs et al.

HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES (2018)

Review Remote Sensing

Implementation of machine-learning classification in remote sensing: an applied review

Aaron E. Maxwell et al.

INTERNATIONAL JOURNAL OF REMOTE SENSING (2018)

Article Environmental Sciences

Spatial Gradients of Ecosystem Health Indicators across a Human-Impacted Semiarid Savanna

Tor-Gunnar Vagen et al.

JOURNAL OF ENVIRONMENTAL QUALITY (2018)

Article Environmental Sciences

Projecting Soil Organic Carbon Distribution in Central Chile under Future Climate Scenarios

Luis A. Reyes Rojas et al.

JOURNAL OF ENVIRONMENTAL QUALITY (2018)

Article Engineering, Civil

Sensitivity of drought resilience-vulnerability- exposure to hydrologic ratios in contiguous United States

Anoop Valiya Veettil et al.

JOURNAL OF HYDROLOGY (2018)

Article Statistics & Probability

Estimation and Inference of Heterogeneous Treatment Effects using Random Forests

Stefan Wager et al.

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2018)

Article Engineering, Civil

Battle of the Attack Detection Algorithms: Disclosing Cyber Attacks on Water Distribution Networks

Riccardo Taormina et al.

JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT (2018)

Article Geosciences, Multidisciplinary

Prediction of open stope hangingwall stability using random forests

Chongchong Qi et al.

NATURAL HAZARDS (2018)

Article Multidisciplinary Sciences

Iterative random forests to discover predictive and stable high-order interactions

Sumanta Basu et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2018)

Editorial Material Multidisciplinary Sciences

Classification and interaction in random forests

Danielle Denisko et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2018)

Article Statistics & Probability

Big data: Some statistical issues

D. R. Cox et al.

STATISTICS & PROBABILITY LETTERS (2018)

Article Engineering, Environmental

Comparing ARIMA and computational intelligence methods to forecast daily hospital admissions due to circulatory and respiratory causes in Madrid

Ricardo Navares et al.

STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT (2018)

Article Engineering, Environmental

Synthetic design hydrographs for ungauged catchments: a comparison of regionalization methods

Manuela I. Brunner et al.

STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT (2018)

Article Water Resources

Water demand time series generation for distribution network modeling and water demand forecasting

Bruno Melo Brentan et al.

URBAN WATER JOURNAL (2018)

Article Water Resources

Analysing the importance of variables for sewer failure prediction

Guilherme Carvalho et al.

URBAN WATER JOURNAL (2018)

Article Engineering, Environmental

Development of genetic programming-based model for predicting oyster norovirus outbreak risks

Shima Shamkhali Chenar et al.

WATER RESEARCH (2018)

Article Engineering, Civil

Reconstructing Monthly ECV Global Soil Moisture with an Improved Spatial Resolution

Wenlong Jing et al.

WATER RESOURCES MANAGEMENT (2018)

Article Engineering, Civil

An Advanced Calibration Method for Image Analysis in Laboratory-Scale Seawater Intrusion Problems

G. Robinson et al.

WATER RESOURCES MANAGEMENT (2018)

Article Environmental Sciences

Hydrological Modeling in Data-Scarce Catchments: The Kilombero Floodplain in Tanzania

Kristian Naeschen et al.

WATER (2018)

Article Environmental Sciences

High-Resolution Discharge Forecasting for Snowmelt and Rainfall Mixed Events

Tomasz Berezowski et al.

WATER (2018)

Review Computer Science, Artificial Intelligence

Ensemble learning: A survey

Omer Sagi et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2018)

Article Engineering, Civil

Battle of the Attack Detection Algorithms: Disclosing Cyber Attacks on Water Distribution Networks

Riccardo Taormina et al.

JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT (2018)

Article Meteorology & Atmospheric Sciences

Prospects and Caveats of Weighting Climate Models for Summer Maximum Temperature Projections Over North America

Ruth Lorenz et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2018)

Article Meteorology & Atmospheric Sciences

In Situ Microphysical Observations of the 29-30 May 2012 Kingfisher, OK, Supercell With a Balloon-Borne Video Disdrometer

Sean M. Waugh et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2018)

Article Meteorology & Atmospheric Sciences

Intercomparison of Six Upscaling Evapotranspiration Methods: From Site to the Satellite Pixel

Xiang Li et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2018)

Article Environmental Sciences

Land Use, Land Use History, and Soil Type Affect Soil Greenhouse Gas Fluxes From Agricultural Landscapes of the East African Highlands

I. Wanyama et al.

JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2018)

Article Oceanography

Estimating Oxygen in the Southern Ocean Using Argo Temperature and Salinity

D. Giglio et al.

JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS (2018)

Article Oceanography

Retrieving Temperature Anomaly in the Global Subsurface and Deeper Ocean From Satellite Observations

Hua Su et al.

JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS (2018)

Article Oceanography

Using Multibeam Backscatter Data to Investigate Sediment-Acoustic Relationships

Zhi Huang et al.

JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS (2018)

Review Engineering, Civil

Genetic programming in water resources engineering: A state-of-the-art review

Ali Danandeh Mehr et al.

JOURNAL OF HYDROLOGY (2018)

Article Engineering, Environmental

A Database of Natural Monthly Streamflow Estimates from 1950 to 2015 for the Conterminous United States

Matthew P. Miller et al.

JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION (2018)

Article Geosciences, Multidisciplinary

Real-time identification of urban rainstorm waterlogging disasters based on Weibo big data

Yang Xiao et al.

NATURAL HAZARDS (2018)

Review Chemistry, Analytical

Machine Learning in Agriculture: A Review

Konstantinos G. Liakos et al.

SENSORS (2018)

Article Environmental Sciences

A Ranking of Hydrological Signatures Based on Their Predictability in Space

N. Addor et al.

WATER RESOURCES RESEARCH (2018)

Article Environmental Sciences

Inside or Outside: Quantifying Extrapolation Across River Networks

Douglas J. Booker et al.

WATER RESOURCES RESEARCH (2018)

Article Environmental Sciences

Sewer Condition Prediction and Analysis of Explanatory Factors

Tuija Laakso et al.

WATER (2018)

Article Meteorology & Atmospheric Sciences

Evaluating Diffferent Machine Learning Methods for Upscaling Evapotranspiration from Flux Towers to the Regional Scale

Tongren Xu et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2018)

Article Environmental Sciences

Estimating Soil Respiration in a Subalpine Landscape Using Point, Terrain, Climate, and Greenness Data

Erin M. Berryman et al.

JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2018)

Article Engineering, Civil

Identifying the dominant controls on macropore flow velocity in soils: A meta-analysis

Man Gao et al.

JOURNAL OF HYDROLOGY (2018)

Article Environmental Sciences

The Value of Hydrologic Information in Reservoir Outflow Decision-Making

Kebing Chen et al.

WATER (2018)

Article Meteorology & Atmospheric Sciences

Uncertainty Analysis of Simulations of the Turn-of-the-Century Drought in the Western United States

Gemma J. Anderson et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2018)

Article Environmental Sciences

Coupling Water and Carbon Fluxes to Constrain Estimates of Transpiration: The TEA Algorithm

Jacob A. Nelson et al.

JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2018)

Article Geosciences, Multidisciplinary

A nonparametric statistical technique for combining global precipitation datasets: development and hydrological evaluation over the Iberian Peninsula

Md Abul Ehsan Bhuiyan et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2018)

Article Environmental Sciences

Seabird Trophic Position Across Three Ocean Regions Tracks Ecosystem Differences

Tyler O. Gagne et al.

FRONTIERS IN MARINE SCIENCE (2018)

Article Geography, Physical

Estimation of degree of sea ice ridging based on dual-polarized C-band SAR data

Alexandru Gegiuc et al.

CRYOSPHERE (2018)

Review Computer Science, Information Systems

Recent advance in earth observation big data for hydrology

Lajiao Chen et al.

BIG EARTH DATA (2018)

Article Geosciences, Multidisciplinary

One-step ahead forecasting of geophysical processes within a purely statistical framework

Georgia Papacharalampous et al.

GEOSCIENCE LETTERS (2018)

Letter Mathematical & Computational Biology

On the necessity and design of studies comparing statistical methods

Anne-Laure Boulesteix et al.

BIOMETRICAL JOURNAL (2018)

Article Geosciences, Multidisciplinary

Testing an optimality-based model of rooting zone water storage capacity in temperate forests

Matthias J. R. Speich et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2018)

Article Geosciences, Multidisciplinary

Earthquake magnitude prediction in Hindukush region using machine learning techniques

K. M. Asim et al.

NATURAL HAZARDS (2017)

Review Engineering, Environmental

Methods used for quantifying the prediction uncertainty of artificial neural network based hydrologic models

K. S. Kasiviswanathan et al.

STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT (2017)

Article Water Resources

Stochastic data mining tools for pipe blockage failure prediction

Pedro Santos et al.

URBAN WATER JOURNAL (2017)

Article Statistics & Probability

50 Years of Data Science

David Donoho

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2017)

Article Engineering, Civil

Modeling soil bulk density through a complete data scanning procedure: Heuristic alternatives

Jalal Shiri et al.

JOURNAL OF HYDROLOGY (2017)

Article Computer Science, Interdisciplinary Applications

ranger: A Fast Implementation of Random Forests for High Dimensional Data in C plus plus and R

Marvin N. Wright et al.

JOURNAL OF STATISTICAL SOFTWARE (2017)

Article Fisheries

Physico-chemical thresholds in the distribution of fish species among French lakes

Vincent Roubeix et al.

KNOWLEDGE AND MANAGEMENT OF AQUATIC ECOSYSTEMS (2017)

Article Geosciences, Multidisciplinary

A data-driven approach to assess large fire size generation in Greece

Ioannis Mitsopoulos et al.

NATURAL HAZARDS (2017)

Article Environmental Sciences

Classification of natural flow regimes in Poland

M. Piniewski

RIVER RESEARCH AND APPLICATIONS (2017)

Editorial Material Multidisciplinary Sciences

Beyond prediction: Using big data for policy problems

Susan Athey

SCIENCE (2017)

Article Engineering, Environmental

Short-term forecasting of turbidity in trunk main networks

Gregory Meyers et al.

WATER RESEARCH (2017)

Article Engineering, Civil

Multiple Random Forests Modelling for Urban Water Consumption Forecasting

Guoqiang Chen et al.

WATER RESOURCES MANAGEMENT (2017)

Article Environmental Sciences

Prediction of Hydrologic Characteristics for Ungauged Catchments to Support Hydroecological Modeling

Nick R. Bond et al.

WATER RESOURCES RESEARCH (2017)

Article Environmental Sciences

Tree-based flood damage modeling of companies: Damage processes and model performance

Tobias Sieg et al.

WATER RESOURCES RESEARCH (2017)

Article Environmental Sciences

Predicting redox-sensitive contaminant concentrations in groundwater using random forest classification

Anthony J. Tesoriero et al.

WATER RESOURCES RESEARCH (2017)

Article Environmental Sciences

Mapping the temporary and perennial character of whole river networks

A. M. Gonzalez-Ferreras et al.

WATER RESOURCES RESEARCH (2017)

Article Environmental Sciences

Multiobjective reservoir operating rules based on cascade reservoir input variable selection method

Guang Yang et al.

WATER RESOURCES RESEARCH (2017)

Article Multidisciplinary Sciences

Imbalance-Aware Machine Learning for Predicting Rare and Common Disease-Associated Non-Coding Variants

Max Schubach et al.

SCIENTIFIC REPORTS (2017)

Article Meteorology & Atmospheric Sciences

Automatic Cloud-Type Classification Based On the Combined Use of a Sky Camera and a Ceilometer

J. Huertas-Tato et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2017)

Article Geosciences, Multidisciplinary

Near-Channel Versus Watershed Controls on Sediment Rating Curves

Angus A. Vaughan et al.

JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE (2017)

Article Environmental Sciences

Decreased Soil Cation Exchange Capacity Across Northern China's Grasslands Over the Last Three Decades

Kai Fang et al.

JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2017)

Review Multidisciplinary Sciences

Statistical thinking for 21st century scientists

D. R. Cox et al.

SCIENCE ADVANCES (2017)

Article Environmental Sciences

Assessing Drivers of Coastal Primary Production in Northern Marguerite Bay, Antarctica

Patrick D. Rozema et al.

FRONTIERS IN MARINE SCIENCE (2017)

Article Computer Science, Artificial Intelligence

Variable Selection in Time Series Forecasting Using Random Forests

Hristos Tyralis et al.

ALGORITHMS (2017)

Article Computer Science, Artificial Intelligence

Random Forests for Big Data

Robin Genuer et al.

BIG DATA RESEARCH (2017)

Article Biochemical Research Methods

IntegratedMRF: random forest-based framework for integrating prediction from different data types

Raziur Rahman et al.

BIOINFORMATICS (2017)

Article Geosciences, Multidisciplinary

Seasonal forecasting of hydrological drought in the Limpopo Basin: a comparison of statistical methods

Mathias Seibert et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2017)

Article Environmental Sciences

Fishers' Perceived Objectives of Community-Based Coastal Resource Management in the Kei Islands, Indonesia

Eriko Hoshino et al.

FRONTIERS IN MARINE SCIENCE (2017)

Article Environmental Sciences

The Effects of Improved Water Quality on Fish Assemblages in a Heavily Modified Large River System

J. Parker et al.

RIVER RESEARCH AND APPLICATIONS (2016)

Article Environmental Sciences

A Classification of Stream Water Temperature Regimes in the Conterminous USA

A. Maheu et al.

RIVER RESEARCH AND APPLICATIONS (2016)

Article Computer Science, Interdisciplinary Applications

Random forest for ordinal responses: Prediction and variable selection

Silke Janitza et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2016)

Review Computer Science, Interdisciplinary Applications

Applications of Bayesian belief networks in water resource management: A systematic review

Thuc D. Phan et al.

ENVIRONMENTAL MODELLING & SOFTWARE (2016)

Review Geography, Physical

Random forest in remote sensing: A review of applications and future directions

Mariana Belgiu et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2016)

Article Environmental Sciences

Assessment of Carbon Stocks in the Topsoil Using Random Forest and Remote Sensing Images

Jongsung Kim et al.

JOURNAL OF ENVIRONMENTAL QUALITY (2016)

Article Engineering, Civil

Linking the Budyko framework and the Dunne diagram

Ralph Trancoso et al.

JOURNAL OF HYDROLOGY (2016)

Article Engineering, Civil

Applying a weighted random forests method to extract karst sinkholes from LiDAR data

Junfeng Zhu et al.

JOURNAL OF HYDROLOGY (2016)

Review Engineering, Civil

Past, present and prospect of an Artificial Intelligence (AI) based model for sediment transport prediction

Haitham Abdulmohsin Afan et al.

JOURNAL OF HYDROLOGY (2016)

Article Engineering, Civil

Forecasting daily streamflow using online sequential extreme learning machines

Aranildo R. Lima et al.

JOURNAL OF HYDROLOGY (2016)

Article Statistics & Probability

On the asymptotics of random forests

Erwan Scornet

JOURNAL OF MULTIVARIATE ANALYSIS (2016)

Article Environmental Sciences

A Multi-scale, Hierarchical Model to Map Riparian Zones

J. A. Salo et al.

RIVER RESEARCH AND APPLICATIONS (2016)

Article Environmental Sciences

Predicting Thermally Stressful Events in Rivers with a Strategy to Evaluate Management Alternatives

K. O. Maloney et al.

RIVER RESEARCH AND APPLICATIONS (2016)

Article Environmental Sciences

Potential Effects of Climate Change on Ecologically Relevant Streamflow Regimes

S. Dhungel et al.

RIVER RESEARCH AND APPLICATIONS (2016)

Article Statistics & Probability

A random forest guided tour

Gerard Biau et al.

Article Engineering, Environmental

Microbial source tracking in impaired watersheds using PhyloChip and machine-learning classification

Eric A. Dubinsky et al.

WATER RESEARCH (2016)

Article Engineering, Civil

Short-Term Predictions of Hydrological Events on an Urbanized Watershed Using Supervised Classification

M. G. Erechtchoukova et al.

WATER RESOURCES MANAGEMENT (2016)

Article Environmental Sciences

Spatial downscaling of precipitation using adaptable random forests

Xiaogang He et al.

WATER RESOURCES RESEARCH (2016)

Article Statistics & Probability

A random forest guided tour

Gerard Biau et al.

Article Meteorology & Atmospheric Sciences

Estimating daily air temperatures over the Tibetan Plateau by dynamically integrating MODIS LST data

Hongbo Zhang et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2016)

Article Environmental Sciences

Short-term favorable weather conditions are an important control of interannual variability in carbon and water fluxes

Jakob Zscheischler et al.

JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2016)

Article Environmental Sciences

Natural Flow Regimes of the Ozark-Ouachita Interior Highlands Region

D. R. Leasure et al.

RIVER RESEARCH AND APPLICATIONS (2016)

Article Geosciences, Multidisciplinary

A quantitative analysis to objectively appraise drought indicators and model drought impacts

S. Bachmair et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2016)

Article Statistics & Probability

A Statistical Framework for Hypothesis Testing in Real Data Comparison Studies

Anne-Laure Boulesteix et al.

AMERICAN STATISTICIAN (2015)

Article Statistics & Probability

CONSISTENCY OF RANDOM FORESTS

Erwan Scornet et al.

ANNALS OF STATISTICS (2015)

Article Engineering, Civil

A fuzzy rule based metamodel for monthly catchment nitrate fate simulations

S. van der Heijden et al.

JOURNAL OF HYDROLOGY (2015)

Article Engineering, Civil

Environmental conditions of boreal springs explained by capture zone characteristics

Pekka M. Rossi et al.

JOURNAL OF HYDROLOGY (2015)

Article Engineering, Civil

Flood hazard risk assessment model based on random forest

Zhaoli Wang et al.

JOURNAL OF HYDROLOGY (2015)

Article Engineering, Civil

Modeled intermittency risk for small streams in the Upper Colorado River Basin under climate change

Lindsay V. Reynolds et al.

JOURNAL OF HYDROLOGY (2015)

Review Engineering, Civil

Artificial intelligence based models for stream-flow forecasting: 2000-2015

Zaher Mundher Yaseen et al.

JOURNAL OF HYDROLOGY (2015)

Article Geosciences, Multidisciplinary

Storm outage modeling for an electric distribution network in Northeastern USA

D. W. Wanik et al.

NATURAL HAZARDS (2015)

Article Geosciences, Multidisciplinary

Evaluation of liquefaction potential based on CPT data using random forest

V. R. Kohestani et al.

NATURAL HAZARDS (2015)

Review Engineering, Civil

State of the Art Review of Ant Colony Optimization Applications in Water Resource Management

Abbas Afshar et al.

WATER RESOURCES MANAGEMENT (2015)

Article Meteorology & Atmospheric Sciences

The parametric sensitivity of CAM5's MJO

J. S. Boyle et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2015)

Article Biochemical Research Methods

Letter to the Editor: On the term 'interaction' and related phrases in the literature on Random Forests

Anne-Laure Boulesteix et al.

BRIEFINGS IN BIOINFORMATICS (2015)

Article Engineering, Civil

State-of-the-Art for Modelling Reservoir Inflows and Management Optimization

Shi-Mei Choong et al.

WATER RESOURCES MANAGEMENT (2015)

Article Environmental Sciences

Wave exposure as a predictor of benthic habitat distribution on high energy temperate reefs

Alex Rattray et al.

FRONTIERS IN MARINE SCIENCE (2015)

Article Geosciences, Multidisciplinary

Towards observation-based gridded runoff estimates for Europe

L. Gudmundsson et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2015)

Article Geosciences, Multidisciplinary

Multi-objective parameter optimization of common land model using adaptive surrogate modeling

W. Gong et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2015)

Review Statistics & Probability

Variable importance in regression models

Ulrike Groemping

WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS (2015)

Review Computer Science, Artificial Intelligence

Support vector machine applications in the field of hydrology: A review

Sujay N. Raghavendra et al.

APPLIED SOFT COMPUTING (2014)

Article Environmental Sciences

Modelling habitat requirements of bullhead (Cottus gobio) in Alpine streams

Paolo Vezza et al.

AQUATIC SCIENCES (2014)

Editorial Material Mathematical & Computational Biology

Machine learning versus statistical modeling

Anne-Laure Boulesteix et al.

BIOMETRICAL JOURNAL (2014)

Review Engineering, Civil

Applications of hybrid wavelet-Artificial Intelligence models in hydrology: A review

Vahid Nourani et al.

JOURNAL OF HYDROLOGY (2014)

Article Engineering, Civil

CUTOFF: A spatio-temporal imputation method

Lingbing Feng et al.

JOURNAL OF HYDROLOGY (2014)

Article Engineering, Civil

Assessing hydrologic prediction uncertainty resulting from soft land cover classification

Lien Loosvelt et al.

JOURNAL OF HYDROLOGY (2014)

Article Engineering, Civil

Prediction of regional streamflow frequency using model tree ensembles

Spencer Schnier et al.

JOURNAL OF HYDROLOGY (2014)

Article Chemistry, Medicinal

QSAR Modeling: Where Have You Been? Where Are You Going To?

Artem Cherkasov et al.

JOURNAL OF MEDICINAL CHEMISTRY (2014)

Article Geosciences, Multidisciplinary

Forecasting hurricane-induced power outage durations

Roshanak Nateghi et al.

NATURAL HAZARDS (2014)

Article Computer Science, Theory & Methods

A new variable importance measure for random forests with missing data

Alexander Hapfelmeier et al.

STATISTICS AND COMPUTING (2014)

Article Engineering, Environmental

Public health and pipe breaks in water distribution systems: Analysis with internet search volume as a proxy

Julie E. Shortridge et al.

WATER RESEARCH (2014)

Article Engineering, Civil

Assessing the Accuracy of Soil and Water Quality Characterization Using Remote Sensing

Vincent de Paul Obade et al.

WATER RESOURCES MANAGEMENT (2014)

Article Environmental Sciences

Connectivity of overland flow by drainage network expansion in a rain forest catchment

Beate Zimmermann et al.

WATER RESOURCES RESEARCH (2014)

Article Environmental Sciences

Multisensor earth observations to characterize wetlands and malaria epidemiology in Ethiopia

Alemayehu Midekisa et al.

WATER RESOURCES RESEARCH (2014)

Article Computer Science, Artificial Intelligence

Mining data with random forests: current options for real-world applications

Andreas Ziegler et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2014)

Article Geosciences, Multidisciplinary

The influence of methodological procedures on hydrological classification performance

F. J. Penas et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2014)

Article Geosciences, Multidisciplinary

Evaluation of the satellite-based Global Flood Detection System for measuring river discharge: influence of local factors

B. Revilla-Romero et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2014)

Article Computer Science, Interdisciplinary Applications

Cluster Forests

Donghui Yan et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2013)

Editorial Material Computer Science, Artificial Intelligence

Modifications of the construction and voting mechanisms of the Random Forests Algorithm

Evanthia E. Tripoliti et al.

DATA & KNOWLEDGE ENGINEERING (2013)

Article Fisheries

A comparison of artificial neural networks and random forests to predict native fish species richness in Mediterranean rivers

E. J. Olaya-Marin et al.

KNOWLEDGE AND MANAGEMENT OF AQUATIC ECOSYSTEMS (2013)

Article Computer Science, Artificial Intelligence

Gene selection with guided regularized random forest

Houtao Deng et al.

PATTERN RECOGNITION (2013)

Article Environmental Sciences

NATURAL FLOW REGIME CLASSIFICATIONS ARE SENSITIVE TO DEFINITION PROCEDURES

T. H. Snelder et al.

RIVER RESEARCH AND APPLICATIONS (2013)

Article Environmental Sciences

Machine learning and hurdle models for improving regional predictions of stream water acid neutralizing capacity

Nicholas A. Povak et al.

WATER RESOURCES RESEARCH (2013)

Article Environmental Sciences

Tree-based iterative input variable selection for hydrological modeling

S. Galelli et al.

WATER RESOURCES RESEARCH (2013)

Article Computer Science, Artificial Intelligence

A Weighted Random Forests Approach to Improve Predictive Performance

Stacey J. Winham et al.

STATISTICAL ANALYSIS AND DATA MINING (2013)

Article Meteorology & Atmospheric Sciences

Obtaining diverse behaviors in a climate model without the use of flux adjustments

Kuniko Yamazaki et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2013)

Article Oceanography

Analyzing the footprints of near-surface aqueous turbulence: An image processing-based approach

J. Schnieders et al.

JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS (2013)

Article Geosciences, Multidisciplinary

Regionalization of patterns of flow intermittence from gauging station records

T. H. Snelder et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2013)

Article Geosciences, Multidisciplinary

Assessing the predictive capability of randomized tree-based ensembles in streamflow modelling

S. Galelli et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2013)

Article Environmental Sciences

Can bottom-up procedures improve the performance of stream classifications?

Ton Snelder et al.

AQUATIC SCIENCES (2012)

Article Biochemical Research Methods

Random forest Gini importance favours SNPs with large minor allele frequency: impact, sources and recommendations

Anne-Laure Boulesteix et al.

BRIEFINGS IN BIOINFORMATICS (2012)

Article Biodiversity Conservation

Impacts of internal and external policies on land change in Uruguay, 2001-2009

Daniel J. Redo et al.

ENVIRONMENTAL CONSERVATION (2012)

Review Biotechnology & Applied Microbiology

Random forests for genomic data analysis

Xi Chen et al.

GENOMICS (2012)

Article Engineering, Civil

Comparing methods for estimating flow duration curves at ungauged sites

D. J. Booker et al.

JOURNAL OF HYDROLOGY (2012)

Article Statistics & Probability

Variance reduction in purely random forests

Robin Genuer

JOURNAL OF NONPARAMETRIC STATISTICS (2012)

Article Computer Science, Artificial Intelligence

Dynamic Random Forests

Simon Bernard et al.

PATTERN RECOGNITION LETTERS (2012)

Article Geography, Physical

Two decades of anarchy? Emerging themes and outstanding challenges for neural network river forecasting

Robert J. Abrahart et al.

PROGRESS IN PHYSICAL GEOGRAPHY-EARTH AND ENVIRONMENT (2012)

Article Environmental Sciences

RELATIONS BETWEEN ALTERED STREAMFLOW VARIABILITY AND FISH ASSEMBLAGES IN EASTERN USA STREAMS

M. R. Meador et al.

RIVER RESEARCH AND APPLICATIONS (2012)

Article Environmental Sciences

Predicting natural base-flow stream water chemistry in the western United States

John R. Olson et al.

WATER RESOURCES RESEARCH (2012)

Article Computer Science, Artificial Intelligence

Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics

Anne-Laure Boulesteix et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2012)

Article Geosciences, Multidisciplinary

Hillslope characteristics as controls of subsurface flow variability

S. Bachmair et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2012)

Review Computer Science, Interdisciplinary Applications

Bayesian networks in environmental modelling

P. A. Aguilera et al.

ENVIRONMENTAL MODELLING & SOFTWARE (2011)

Article Biochemical Research Methods

Methods for Identifying SNP Interactions: A Review on Variations of Logic Regression, Random Forest and Bayesian Logistic Regression

Carla Chia-Ming Chen et al.

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS (2011)

Article Environmental Sciences

Mapping forest canopy height globally with spaceborne lidar

Marc Simard et al.

JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2011)

Article Engineering, Civil

Topographic controls on overland flow generation in a forest - An ensemble tree approach

Martin Loos et al.

JOURNAL OF HYDROLOGY (2011)

Article Computer Science, Artificial Intelligence

Mining data with random forests: A survey and results of new tests

A. Verikas et al.

PATTERN RECOGNITION (2011)

Article Biochemistry & Molecular Biology

Random Forests for Genetic Association Studies

Benjamin A. Goldstein et al.

STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY (2011)

Article Computer Science, Artificial Intelligence

Multivariate random forests

Mark Segal et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)

Review Computer Science, Artificial Intelligence

The use of classification trees for bioinformatics

Xiang Chen et al.

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)

Review Computer Science, Artificial Intelligence

Classification and regression trees

Wei-Yin Loh

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)

Article Computer Science, Artificial Intelligence

Random survival forests for high-dimensional data

Hemant Ishwaran et al.

Statistical Analysis and Data Mining (2011)

Article Statistics & Probability

NODE HARVEST

Nicolai Meinshausen

ANNALS OF APPLIED STATISTICS (2010)

Article Statistics & Probability

BART: BAYESIAN ADDITIVE REGRESSION TREES

Hugh A. Chipman et al.

ANNALS OF APPLIED STATISTICS (2010)

Article Biochemical Research Methods

The behaviour of random forest permutation-based variable importance measures under predictor correlation

Kristin K. Nicodemus et al.

BMC BIOINFORMATICS (2010)

Review Computer Science, Interdisciplinary Applications

Methods used for the development of neural networks for the prediction of water resource variables in river systems: Current status and future directions

Holger R. Maier et al.

ENVIRONMENTAL MODELLING & SOFTWARE (2010)

Article Computer Science, Artificial Intelligence

Fast Keypoint Recognition Using Random Ferns

Mustafa Oezuysal et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2010)

Article Engineering, Civil

Predictive models for forecasting hourly urban water demand

Manuel Herrera et al.

JOURNAL OF HYDROLOGY (2010)

Article Computer Science, Artificial Intelligence

Variable selection using random forests

Robin Genuer et al.

PATTERN RECOGNITION LETTERS (2010)

Article Environmental Sciences

PREDICTING THE NATURAL FLOW REGIME: MODELS FOR ASSESSING HYDROLOGICAL ALTERATION IN STREAMS

Daren M. Carlisle et al.

RIVER RESEARCH AND APPLICATIONS (2010)

Article Statistics & Probability

To Explain or to Predict?

Galit Shmueli

STATISTICAL SCIENCE (2010)

Article Engineering, Environmental

Novel application of a statistical technique, Random Forests, in a bacterial source tracking study

Amanda Smith et al.

WATER RESEARCH (2010)

Article Environmental Sciences

Tree-based reinforcement learning for optimal water reservoir operation

A. Castelletti et al.

WATER RESOURCES RESEARCH (2010)

Article Statistics & Probability

Variable Importance Assessment in Regression: Linear Regression versus Random Forest

Ulrike Groemping

AMERICAN STATISTICIAN (2009)

Article Computer Science, Information Systems

Tree-Based Ranking Methods

Stephan Clemencon et al.

IEEE TRANSACTIONS ON INFORMATION THEORY (2009)

Article Environmental Sciences

Modeling soil depth from topographic and land cover attributes

Teklu K. Tesfa et al.

WATER RESOURCES RESEARCH (2009)

Article Statistics & Probability

RANDOM SURVIVAL FORESTS

Hemant Ishwaran et al.

ANNALS OF APPLIED STATISTICS (2008)

Article Biochemical Research Methods

Enriched random forests

Dhammika Amaratunga et al.

BIOINFORMATICS (2008)

Article Biochemical Research Methods

Conditional variable importance for random forests

Carolin Strobl et al.

BMC BIOINFORMATICS (2008)

Article Computer Science, Interdisciplinary Applications

Data-driven modelling: some past experiences and new approaches

Dimitri P. Solomatine et al.

JOURNAL OF HYDROINFORMATICS (2008)

Article Geosciences, Multidisciplinary

Modelling groundwater-dependent vegetation patterns using ensemble learning

J. Peters et al.

HYDROLOGY AND EARTH SYSTEM SCIENCES (2008)

Article Ecology

Random forests for classification in ecology

D. Richard Cutler et al.

ECOLOGY (2007)

Article Computer Science, Interdisciplinary Applications

Unbiased split selection for classification trees based on the Gini Index

Carohn Strobl et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)

Article Computer Science, Interdisciplinary Applications

HydroTest: A web-based toolbox of evaluation metrics for the standardised assessment of hydrological forecasts

C. W. Dawson et al.

ENVIRONMENTAL MODELLING & SOFTWARE (2007)

Article Biochemical Research Methods

Bias in random forest variable importance measures: Illustrations, sources and a solution

Carolin Strobl et al.

BMC BIOINFORMATICS (2007)

Article Computer Science, Artificial Intelligence

Rotation forest:: A new classifier ensemble method

Juan J. Rodriguez et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2006)

Article Statistics & Probability

Unbiased recursive partitioning: A conditional inference framework

Torsten Hothorn et al.

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2006)

Article Computer Science, Artificial Intelligence

Extremely randomized trees

P Geurts et al.

MACHINE LEARNING (2006)

Article Computer Science, Artificial Intelligence

Random Forests for land cover classification

PO Gislason et al.

PATTERN RECOGNITION LETTERS (2006)

Article Biochemical Research Methods

Gene selection and classification of microarray data using random forest -: art. no. 3

R Díaz-Uriarte et al.

BMC BIOINFORMATICS (2006)

Article Engineering, Environmental

Indicator bacteria at five swimming beaches - analysis using random forests

DF Parkhurst et al.

WATER RESEARCH (2005)

Article Computer Science, Artificial Intelligence

Random forests

L Breiman

MACHINE LEARNING (2001)

Article Statistics & Probability

Statistical modeling: The two cultures

L Breiman

STATISTICAL SCIENCE (2001)

Article Statistics & Probability

A conversation with Leo Breiman

R Olshen

STATISTICAL SCIENCE (2001)