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S. van der Heijden et al.
JOURNAL OF HYDROLOGY (2015)
Environmental conditions of boreal springs explained by capture zone characteristics
Pekka M. Rossi et al.
JOURNAL OF HYDROLOGY (2015)
Flood hazard risk assessment model based on random forest
Zhaoli Wang et al.
JOURNAL OF HYDROLOGY (2015)
Modeled intermittency risk for small streams in the Upper Colorado River Basin under climate change
Lindsay V. Reynolds et al.
JOURNAL OF HYDROLOGY (2015)
Artificial intelligence based models for stream-flow forecasting: 2000-2015
Zaher Mundher Yaseen et al.
JOURNAL OF HYDROLOGY (2015)
Storm outage modeling for an electric distribution network in Northeastern USA
D. W. Wanik et al.
NATURAL HAZARDS (2015)
Comparative performance of six supervised learning methods for the development of models of hard rock pillar stability prediction
Jian Zhou et al.
NATURAL HAZARDS (2015)
Evaluation of liquefaction potential based on CPT data using random forest
V. R. Kohestani et al.
NATURAL HAZARDS (2015)
The Influence of Land Cover, Vertical Structure, and Socioeconomic Factors on Outdoor Water Use in a Western US City
Edward Gage et al.
WATER RESOURCES MANAGEMENT (2015)
State of the Art Review of Ant Colony Optimization Applications in Water Resource Management
Abbas Afshar et al.
WATER RESOURCES MANAGEMENT (2015)
Dominant factors associated with microcystins in nine midlatitude, maritime lakes
Jean Jacoby et al.
INLAND WATERS (2015)
Modeling Flood Hazard Zones at the Sub-District Level with the Rational Model Integrated with GIS and Remote Sensing Approaches
Daniel Asare-Kyei et al.
WATER (2015)
Uncertainty in Various Habitat Suitability Models and Its Impact on Habitat Suitability Estimates for Fish
Yu-Pin Lin et al.
WATER (2015)
Distribution of Epilithic Diatoms in Estuaries of the Korean Peninsula in Relation to Environmental Variables
Ha-Kyung Kim et al.
WATER (2015)
Urban Flood Mapping Based on Unmanned Aerial Vehicle Remote Sensing and Random Forest Classifier-A Case of Yuyao, China
Quanlong Feng et al.
WATER (2015)
The parametric sensitivity of CAM5's MJO
J. S. Boyle et al.
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2015)
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)
State-of-the-Art for Modelling Reservoir Inflows and Management Optimization
Shi-Mei Choong et al.
WATER RESOURCES MANAGEMENT (2015)
Wave exposure as a predictor of benthic habitat distribution on high energy temperate reefs
Alex Rattray et al.
FRONTIERS IN MARINE SCIENCE (2015)
Towards observation-based gridded runoff estimates for Europe
L. Gudmundsson et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2015)
Multi-objective parameter optimization of common land model using adaptive surrogate modeling
W. Gong et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2015)
Variable importance in regression models
Ulrike Groemping
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS (2015)
Support vector machine applications in the field of hydrology: A review
Sujay N. Raghavendra et al.
APPLIED SOFT COMPUTING (2014)
Modelling habitat requirements of bullhead (Cottus gobio) in Alpine streams
Paolo Vezza et al.
AQUATIC SCIENCES (2014)
Machine learning versus statistical modeling
Anne-Laure Boulesteix et al.
BIOMETRICAL JOURNAL (2014)
Effects of different sampling scales and selection criteria on modelling net primary productivity of Indonesian tropical forests
Stephan J. Gmur et al.
ENVIRONMENTAL CONSERVATION (2014)
Quantifying and generalizing hydrologic responses to dam regulation using a statistical modeling approach
Ryan A. McManamay
JOURNAL OF HYDROLOGY (2014)
Comparing and combining physically-based and empirically-based approaches for estimating the hydrology of ungauged catchments
D. J. Booker et al.
JOURNAL OF HYDROLOGY (2014)
Applications of hybrid wavelet-Artificial Intelligence models in hydrology: A review
Vahid Nourani et al.
JOURNAL OF HYDROLOGY (2014)
CUTOFF: A spatio-temporal imputation method
Lingbing Feng et al.
JOURNAL OF HYDROLOGY (2014)
Assessing hydrologic prediction uncertainty resulting from soft land cover classification
Lien Loosvelt et al.
JOURNAL OF HYDROLOGY (2014)
Prediction of regional streamflow frequency using model tree ensembles
Spencer Schnier et al.
JOURNAL OF HYDROLOGY (2014)
QSAR Modeling: Where Have You Been? Where Are You Going To?
Artem Cherkasov et al.
JOURNAL OF MEDICINAL CHEMISTRY (2014)
Forecasting hurricane-induced power outage durations
Roshanak Nateghi et al.
NATURAL HAZARDS (2014)
ASSESSING THE CUMULATIVE IMPACTS OF HYDROPOWER REGULATION ON THE FLOW CHARACTERISTICS OF A LARGE ATLANTIC SALMON RIVER SYSTEM
C. Birkel et al.
RIVER RESEARCH AND APPLICATIONS (2014)
A new variable importance measure for random forests with missing data
Alexander Hapfelmeier et al.
STATISTICS AND COMPUTING (2014)
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)
Assessing the Accuracy of Soil and Water Quality Characterization Using Remote Sensing
Vincent de Paul Obade et al.
WATER RESOURCES MANAGEMENT (2014)
Connectivity of overland flow by drainage network expansion in a rain forest catchment
Beate Zimmermann et al.
WATER RESOURCES RESEARCH (2014)
Multisensor earth observations to characterize wetlands and malaria epidemiology in Ethiopia
Alemayehu Midekisa et al.
WATER RESOURCES RESEARCH (2014)
Machine learning and linear regression models to predict catchment- level base cation weathering rates across the southern Appalachian Mountain region, USA
Nicholas A. Povak et al.
WATER RESOURCES RESEARCH (2014)
Mining data with random forests: current options for real-world applications
Andreas Ziegler et al.
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2014)
The influence of methodological procedures on hydrological classification performance
F. J. Penas et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2014)
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)
Random Forests modelling for the estimation of mango (Mangifera indica L. cv. Chok Anan) fruit yields under different irrigation regimes
Shinji Fukuda et al.
AGRICULTURAL WATER MANAGEMENT (2013)
Cluster Forests
Donghui Yan et al.
COMPUTATIONAL STATISTICS & DATA ANALYSIS (2013)
Modifications of the construction and voting mechanisms of the Random Forests Algorithm
Evanthia E. Tripoliti et al.
DATA & KNOWLEDGE ENGINEERING (2013)
A comparison of three empirically based, spatially explicit predictive models of residential soil Pb concentrations in Baltimore, Maryland, USA: understanding the variability within cities
Kirsten Schwarz et al.
ENVIRONMENTAL GEOCHEMISTRY AND HEALTH (2013)
Identifying the origin of groundwater samples in a multi-layer aquifer system with Random Forest classification
Paul Baudron et al.
JOURNAL OF HYDROLOGY (2013)
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)
Gene selection with guided regularized random forest
Houtao Deng et al.
PATTERN RECOGNITION (2013)
NATURAL FLOW REGIME CLASSIFICATIONS ARE SENSITIVE TO DEFINITION PROCEDURES
T. H. Snelder et al.
RIVER RESEARCH AND APPLICATIONS (2013)
Machine learning and hurdle models for improving regional predictions of stream water acid neutralizing capacity
Nicholas A. Povak et al.
WATER RESOURCES RESEARCH (2013)
Tree-based iterative input variable selection for hydrological modeling
S. Galelli et al.
WATER RESOURCES RESEARCH (2013)
A Weighted Random Forests Approach to Improve Predictive Performance
Stacey J. Winham et al.
STATISTICAL ANALYSIS AND DATA MINING (2013)
Obtaining diverse behaviors in a climate model without the use of flux adjustments
Kuniko Yamazaki et al.
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2013)
Analyzing the footprints of near-surface aqueous turbulence: An image processing-based approach
J. Schnieders et al.
JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS (2013)
Regionalization of patterns of flow intermittence from gauging station records
T. H. Snelder et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2013)
Assessing the predictive capability of randomized tree-based ensembles in streamflow modelling
S. Galelli et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2013)
Can bottom-up procedures improve the performance of stream classifications?
Ton Snelder et al.
AQUATIC SCIENCES (2012)
Random forest Gini importance favours SNPs with large minor allele frequency: impact, sources and recommendations
Anne-Laure Boulesteix et al.
BRIEFINGS IN BIOINFORMATICS (2012)
Gradient forests: calculating importance gradients on physical predictors
Nick Ellis et al.
ECOLOGY (2012)
Impacts of internal and external policies on land change in Uruguay, 2001-2009
Daniel J. Redo et al.
ENVIRONMENTAL CONSERVATION (2012)
Random forests for genomic data analysis
Xi Chen et al.
GENOMICS (2012)
Comparing methods for estimating flow duration curves at ungauged sites
D. J. Booker et al.
JOURNAL OF HYDROLOGY (2012)
Forests and erosion: Insights from a study of suspended-sediment dynamics in an overland flow-prone rainforest catchment
Alexander Zimmermann et al.
JOURNAL OF HYDROLOGY (2012)
Recognition of key regions for restoration of phytoplankton communities in the Huai River basin, China
Changsen Zhao et al.
JOURNAL OF HYDROLOGY (2012)
Variance reduction in purely random forests
Robin Genuer
JOURNAL OF NONPARAMETRIC STATISTICS (2012)
Dynamic Random Forests
Simon Bernard et al.
PATTERN RECOGNITION LETTERS (2012)
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)
RELATIONS BETWEEN ALTERED STREAMFLOW VARIABILITY AND FISH ASSEMBLAGES IN EASTERN USA STREAMS
M. R. Meador et al.
RIVER RESEARCH AND APPLICATIONS (2012)
Predicting natural base-flow stream water chemistry in the western United States
John R. Olson et al.
WATER RESOURCES RESEARCH (2012)
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)
Hillslope characteristics as controls of subsurface flow variability
S. Bachmair et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2012)
Bayesian networks in environmental modelling
P. A. Aguilera et al.
ENVIRONMENTAL MODELLING & SOFTWARE (2011)
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)
Mapping forest canopy height globally with spaceborne lidar
Marc Simard et al.
JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES (2011)
Topographic controls on overland flow generation in a forest - An ensemble tree approach
Martin Loos et al.
JOURNAL OF HYDROLOGY (2011)
Links between stream reach hydromorphology and land cover on different spatial scales in the Adour-Garonne Basin (SW France)
L. Tudesque et al.
KNOWLEDGE AND MANAGEMENT OF AQUATIC ECOSYSTEMS (2011)
Mining data with random forests: A survey and results of new tests
A. Verikas et al.
PATTERN RECOGNITION (2011)
Random Forests for Genetic Association Studies
Benjamin A. Goldstein et al.
STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY (2011)
Multivariate random forests
Mark Segal et al.
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)
The use of classification trees for bioinformatics
Xiang Chen et al.
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)
Classification and regression trees
Wei-Yin Loh
WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY (2011)
Random survival forests for high-dimensional data
Hemant Ishwaran et al.
Statistical Analysis and Data Mining (2011)
Downscaling of surface moisture flux and precipitation in the Ebro Valley (Spain) using analogues and analogues followed by random forests and multiple linear regression
G. Ibarra-Berastegi et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2011)
NODE HARVEST
Nicolai Meinshausen
ANNALS OF APPLIED STATISTICS (2010)
BART: BAYESIAN ADDITIVE REGRESSION TREES
Hugh A. Chipman et al.
ANNALS OF APPLIED STATISTICS (2010)
The behaviour of random forest permutation-based variable importance measures under predictor correlation
Kristin K. Nicodemus et al.
BMC BIOINFORMATICS (2010)
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)
Fast Keypoint Recognition Using Random Ferns
Mustafa Oezuysal et al.
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2010)
Predictive models for forecasting hourly urban water demand
Manuel Herrera et al.
JOURNAL OF HYDROLOGY (2010)
Variable selection using random forests
Robin Genuer et al.
PATTERN RECOGNITION LETTERS (2010)
PREDICTING THE NATURAL FLOW REGIME: MODELS FOR ASSESSING HYDROLOGICAL ALTERATION IN STREAMS
Daren M. Carlisle et al.
RIVER RESEARCH AND APPLICATIONS (2010)
Novel application of a statistical technique, Random Forests, in a bacterial source tracking study
Amanda Smith et al.
WATER RESEARCH (2010)
Tree-based reinforcement learning for optimal water reservoir operation
A. Castelletti et al.
WATER RESOURCES RESEARCH (2010)
Variable Importance Assessment in Regression: Linear Regression versus Random Forest
Ulrike Groemping
AMERICAN STATISTICIAN (2009)
Tree-Based Ranking Methods
Stephan Clemencon et al.
IEEE TRANSACTIONS ON INFORMATION THEORY (2009)
Modeling soil depth from topographic and land cover attributes
Teklu K. Tesfa et al.
WATER RESOURCES RESEARCH (2009)
An Introduction to Recursive Partitioning: Rationale, Application, and Characteristics of Classification and Regression Trees, Bagging, and Random Forests
Carolin Strobl et al.
PSYCHOLOGICAL METHODS (2009)
RANDOM SURVIVAL FORESTS
Hemant Ishwaran et al.
ANNALS OF APPLIED STATISTICS (2008)
Enriched random forests
Dhammika Amaratunga et al.
BIOINFORMATICS (2008)
Conditional variable importance for random forests
Carolin Strobl et al.
BMC BIOINFORMATICS (2008)
Estimation of suspended sediment concentration and yield using linear models, random forests and quantile regression forests
T. Francke et al.
HYDROLOGICAL PROCESSES (2008)
Data-driven modelling: some past experiences and new approaches
Dimitri P. Solomatine et al.
JOURNAL OF HYDROINFORMATICS (2008)
Modelling groundwater-dependent vegetation patterns using ensemble learning
J. Peters et al.
HYDROLOGY AND EARTH SYSTEM SCIENCES (2008)
Random forests for classification in ecology
D. Richard Cutler et al.
ECOLOGY (2007)
Unbiased split selection for classification trees based on the Gini Index
Carohn Strobl et al.
COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)
HydroTest: A web-based toolbox of evaluation metrics for the standardised assessment of hydrological forecasts
C. W. Dawson et al.
ENVIRONMENTAL MODELLING & SOFTWARE (2007)
Bias in random forest variable importance measures: Illustrations, sources and a solution
Carolin Strobl et al.
BMC BIOINFORMATICS (2007)
Rotation forest:: A new classifier ensemble method
Juan J. Rodriguez et al.
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2006)
Unbiased recursive partitioning: A conditional inference framework
Torsten Hothorn et al.
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2006)
Extremely randomized trees
P Geurts et al.
MACHINE LEARNING (2006)
Random Forests for land cover classification
PO Gislason et al.
PATTERN RECOGNITION LETTERS (2006)
Gene selection and classification of microarray data using random forest -: art. no. 3
R Díaz-Uriarte et al.
BMC BIOINFORMATICS (2006)
Indicator bacteria at five swimming beaches - analysis using random forests
DF Parkhurst et al.
WATER RESEARCH (2005)
Input determination for neural network models in water resources applications. Part 1 - background and methodology
GJ Bowden et al.
JOURNAL OF HYDROLOGY (2005)
Input determination for neural network models in water resources applications. Part 2. Case study: forecasting salinity in a river
GJ Bowden et al.
JOURNAL OF HYDROLOGY (2005)
Nonparametric direct mapping of rainfall-runoff relationships: An alternative approach to data analysis and modeling?
I Iorgulescu et al.
WATER RESOURCES RESEARCH (2004)
Statistical modeling: The two cultures
L Breiman
STATISTICAL SCIENCE (2001)
A conversation with Leo Breiman
R Olshen
STATISTICAL SCIENCE (2001)
An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting, and randomization
TG Dietterich
MACHINE LEARNING (2000)