A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources
出版年份 2019 全文链接
标题
A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources
作者
关键词
-
出版物
Water
Volume 11, Issue 5, Pages 910
出版商
MDPI AG
发表日期
2019-05-02
DOI
10.3390/w11050910
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Comparison of stochastic and machine learning methods for multi-step ahead forecasting of hydrological processes
- (2019) Georgia Papacharalampous et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Generalized random forests
- (2019) Susan Athey et al. ANNALS OF STATISTICS
- Global estimation of long-term persistence in annual river runoff
- (2018) Y. Markonis et al. ADVANCES IN WATER RESOURCES
- On the long-range dependence properties of annual precipitation using a global network of instrumental measurements
- (2018) Hristos Tyralis et al. ADVANCES IN WATER RESOURCES
- Hydrologic responses to restored wildfire regimes revealed by soil moisture-vegetation relationships
- (2018) Gabrielle Boisramé et al. ADVANCES IN WATER RESOURCES
- Variable selection - A review and recommendations for the practicing statistician
- (2018) Georg Heinze et al. BIOMETRICAL JOURNAL
- Wind-driven SWRO desalination prototype with and without batteries: A performance simulation using machine learning models
- (2018) Pedro Cabrera et al. DESALINATION
- Using random forest for the risk assessment of coal-floor water inrush in Panjiayao Coal Mine, northern China
- (2018) Dekang Zhao et al. HYDROGEOLOGY JOURNAL
- Effect of land cover and hydro-meteorological controls on soil water DOC concentrations in a high-elevation tropical environment
- (2018) Juan Pesántez et al. HYDROLOGICAL PROCESSES
- Univariate streamflow forecasting using commonly used data-driven models: literature review and case study
- (2018) Zhenghao Zhang et al. HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES
- Extracting water-related features using reflectance data and principal component analysis of Landsat images
- (2018) Boglárka Balázs et al. HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES
- Implementation of machine-learning classification in remote sensing: an applied review
- (2018) Aaron E. Maxwell et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Spatial Gradients of Ecosystem Health Indicators across a Human-Impacted Semiarid Savanna
- (2018) Tor-Gunnar Vågen et al. JOURNAL OF ENVIRONMENTAL QUALITY
- Projecting Soil Organic Carbon Distribution in Central Chile under Future Climate Scenarios
- (2018) Luis A. Reyes Rojas et al. JOURNAL OF ENVIRONMENTAL QUALITY
- Modeling urban coastal flood severity from crowd-sourced flood reports using Poisson regression and Random Forest
- (2018) J.M. Sadler et al. JOURNAL OF HYDROLOGY
- A spatial downscaling approach for the SMAP passive surface soil moisture product using random forest regression
- (2018) Wei Zhao et al. JOURNAL OF HYDROLOGY
- Evaluating the potential for site-specific modification of LiDAR DEM derivatives to improve environmental planning-scale wetland identification using Random Forest classification
- (2018) Gina L. O'Neil et al. JOURNAL OF HYDROLOGY
- Reference evapotranspiration forecasting based on local meteorological and global climate information screened by partial mutual information
- (2018) Wei Fang et al. JOURNAL OF HYDROLOGY
- Improving the performance of the mass transfer-based reference evapotranspiration estimation approaches through a coupled wavelet-random forest methodology
- (2018) Jalal Shiri JOURNAL OF HYDROLOGY
- Trend and variability in a new, reconstructed streamflow dataset for West and Central Africa, and climatic interactions, 1950–2005
- (2018) Moussa Sidibe et al. JOURNAL OF HYDROLOGY
- Use of multispectral satellite remote sensing to assess mixing of suspended sediment downstream of large river confluences
- (2018) M. Umar et al. JOURNAL OF HYDROLOGY
- Simulation and forecasting of streamflows using machine learning models coupled with base flow separation
- (2018) Hakan Tongal et al. JOURNAL OF HYDROLOGY
- Sensitivity of drought resilience-vulnerability- exposure to hydrologic ratios in contiguous United States
- (2018) Anoop Valiya Veettil et al. JOURNAL OF HYDROLOGY
- Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
- (2018) Stefan Wager et al. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
- Battle of the Attack Detection Algorithms: Disclosing Cyber Attacks on Water Distribution Networks
- (2018) Riccardo Taormina et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Prediction of open stope hangingwall stability using random forests
- (2018) Chongchong Qi et al. NATURAL HAZARDS
- Iterative random forests to discover predictive and stable high-order interactions
- (2018) Sumanta Basu et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Classification and interaction in random forests
- (2018) Danielle Denisko et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Big data: Some statistical issues
- (2018) D.R. Cox et al. STATISTICS & PROBABILITY LETTERS
- Comparing ARIMA and computational intelligence methods to forecast daily hospital admissions due to circulatory and respiratory causes in Madrid
- (2018) Ricardo Navares et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Synthetic design hydrographs for ungauged catchments: a comparison of regionalization methods
- (2018) Manuela I. Brunner et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Water demand time series generation for distribution network modeling and water demand forecasting
- (2018) Bruno Melo Brentan et al. Urban Water Journal
- Analysing the importance of variables for sewer failure prediction
- (2018) Guilherme Carvalho et al. Urban Water Journal
- Development of genetic programming-based model for predicting oyster norovirus outbreak risks
- (2018) Shima Shamkhali Chenar et al. WATER RESEARCH
- Reconstructing Monthly ECV Global Soil Moisture with an Improved Spatial Resolution
- (2018) Wenlong Jing et al. WATER RESOURCES MANAGEMENT
- An Advanced Calibration Method for Image Analysis in Laboratory-Scale Seawater Intrusion Problems
- (2018) G. Robinson et al. WATER RESOURCES MANAGEMENT
- The Impact of Landscape Characteristics on Groundwater Dissolved Organic Nitrogen: Insights From Machine Learning Methods and Sensitivity Analysis
- (2018) B. Wang et al. WATER RESOURCES RESEARCH
- Spatial Patterns of Water Age: Using Young Water Fractions to Improve the Characterization of Transit Times in Contrasting Catchments
- (2018) S. R. Lutz et al. WATER RESOURCES RESEARCH
- Surface Water Dynamics in the North America Arctic Based on 2000–2016 Landsat Data
- (2018) Yijie Sui et al. Water
- Hydrological Modeling in Data-Scarce Catchments: The Kilombero Floodplain in Tanzania
- (2018) Kristian Näschen et al. Water
- High-Resolution Discharge Forecasting for Snowmelt and Rainfall Mixed Events
- (2018) Tomasz Berezowski et al. Water
- Managing Salinity in Upper Colorado River Basin Streams: Selecting Catchments for Sediment Control Efforts Using Watershed Characteristics and Random Forests Models
- (2018) Fred Tillman et al. Water
- Identification of a Contaminant Source Location in a River System Using Random Forest Models
- (2018) Yoo Lee et al. Water
- Response of Sediment Load to Hydrological Change in the Upstream Part of the Lancang-Mekong River over the Past 50 Years
- (2018) Yanhu He et al. Water
- Ensemble learning: A survey
- (2018) Omer Sagi et al. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- Battle of the Attack Detection Algorithms: Disclosing Cyber Attacks on Water Distribution Networks
- (2018) Riccardo Taormina et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Prospects and Caveats of Weighting Climate Models for Summer Maximum Temperature Projections Over North America
- (2018) Ruth Lorenz et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- In Situ Microphysical Observations of the 29-30 May 2012 Kingfisher, OK, Supercell With a Balloon-Borne Video Disdrometer
- (2018) Sean M. Waugh et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Intercomparison of Six Upscaling Evapotranspiration Methods: From Site to the Satellite Pixel
- (2018) Xiang Li et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Land Use, Land Use History, and Soil Type Affect Soil Greenhouse Gas Fluxes From Agricultural Landscapes of the East African Highlands
- (2018) I. Wanyama et al. Journal of Geophysical Research-Biogeosciences
- Estimating Oxygen in the Southern Ocean Using Argo Temperature and Salinity
- (2018) D. Giglio et al. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS
- Retrieving Temperature Anomaly in the Global Subsurface and Deeper Ocean From Satellite Observations
- (2018) Hua Su et al. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS
- Using Multibeam Backscatter Data to Investigate Sediment-Acoustic Relationships
- (2018) Zhi Huang et al. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS
- Interactions between environmental factors and vertical extension of helophyte zones in lakes in Finland
- (2018) A. Keto et al. AQUATIC SCIENCES
- Making complex prediction rules applicable for readers: Current practice in random forest literature and recommendations
- (2018) Anne-Laure Boulesteix et al. BIOMETRICAL JOURNAL
- Genetic programming in water resources engineering: A state-of-the-art review
- (2018) Ali Danandeh Mehr et al. JOURNAL OF HYDROLOGY
- Daily pan evaporation modeling from local and cross-station data using three tree-based machine learning models
- (2018) Xianghui Lu et al. JOURNAL OF HYDROLOGY
- A Database of Natural Monthly Streamflow Estimates from 1950 to 2015 for the Conterminous United States
- (2018) Matthew P. Miller et al. JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION
- Real-time identification of urban rainstorm waterlogging disasters based on Weibo big data
- (2018) Yang Xiao et al. NATURAL HAZARDS
- Machine Learning in Agriculture: A Review
- (2018) Konstantinos Liakos et al. SENSORS
- A trans-disciplinary review of deep learning research and its relevance for water resources scientists
- (2018) Chaopeng Shen WATER RESOURCES RESEARCH
- A ranking of hydrological signatures based on their predictability in space
- (2018) N. Addor et al. WATER RESOURCES RESEARCH
- Inside or Outside: Quantifying Extrapolation Across River Networks
- (2018) Douglas J. Booker et al. WATER RESOURCES RESEARCH
- Assessment of Business Interruption of Flood-Affected Companies Using Random Forests
- (2018) Zakia Sultana et al. Water
- GIS-Based Random Forest Weight for Rainfall-Induced Landslide Susceptibility Assessment at a Humid Region in Southern China
- (2018) Peng Wang et al. Water
- Validation of ECMWF Multi-Layer Reanalysis Soil Moisture Based on the OzNet Hydrology Network
- (2018) Wenlong Jing et al. Water
- Analysis of Natural Streamflow Variation and Its Influential Factors on the Yellow River from 1957 to 2010
- (2018) Jie Wu et al. Water
- Sewer Condition Prediction and Analysis of Explanatory Factors
- (2018) Tuija Laakso et al. Water
- pCO2 Dynamics of Stratified Reservoir in Temperate Zone and CO2 Pulse Emissions During Turnover Events
- (2018) Hyungseok Park et al. Water
- Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables
- (2018) Tomislav Hengl et al. PeerJ
- Evaluating Different Machine Learning Methods for Upscaling Evapotranspiration from Flux Towers to the Regional Scale
- (2018) Tongren Xu et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Estimating soil respiration in a subalpine landscape using point, terrain, climate and greenness data
- (2018) Erin M. Berryman et al. Journal of Geophysical Research-Biogeosciences
- Identifying the dominant controls on macropore flow velocity in soils: A meta-analysis
- (2018) Man Gao et al. JOURNAL OF HYDROLOGY
- The Relative Influence of Storm and Landscape Characteristics on Shallow Groundwater Responses in Forested Headwater Catchments
- (2018) Nitin K. Singh et al. WATER RESOURCES RESEARCH
- The Value of Hydrologic Information in Reservoir Outflow Decision-Making
- (2018) Kebing Chen et al. Water
- Real-Time Burst Detection in District Metering Areas in Water Distribution System Based on Patterns of Water Demand with Supervised Learning
- (2018) Pingjie Huang et al. Water
- Evaluation of Decentralized, Closely-Spaced Precipitation Water and Treated Wastewater Infiltration
- (2018) Falk Händel et al. Water
- Flash-Flood Forecasting in an Andean Mountain Catchment—Development of a Step-Wise Methodology Based on the Random Forest Algorithm
- (2018) Paul Muñoz et al. Water
- Uncertainty Analysis of Simulations of the Turn‐of‐the‐Century Drought in the Western United States
- (2018) Gemma J. Anderson et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Coupling Water and Carbon Fluxes to Constrain Estimates of Transpiration: The TEA Algorithm
- (2018) Jacob A. Nelson et al. Journal of Geophysical Research-Biogeosciences
- Monitoring selective logging with Landsat satellite imagery reveals that protected forests in Western Siberia experience greater harvest than non-protected forests
- (2017) ALEXANDER SHCHUR et al. ENVIRONMENTAL CONSERVATION
- Remote sensing for wetland classification: a comprehensive review
- (2017) Sahel Mahdavi et al. GIScience & Remote Sensing
- Predicting dry-season flows with a monthly rainfall-runoff model: Performance for gauged and ungauged catchments
- (2017) Perrine Hamel et al. HYDROLOGICAL PROCESSES
- 50 Years of Data Science
- (2017) David Donoho JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS
- Spatiotemporal Assessment of Forest Biomass Carbon Sinks: The Relative Roles of Forest Expansion and Growth in Sichuan Province, China
- (2017) Renqiang Li et al. JOURNAL OF ENVIRONMENTAL QUALITY
- Modeling soil bulk density through a complete data scanning procedure: Heuristic alternatives
- (2017) Jalal Shiri et al. JOURNAL OF HYDROLOGY
- Estimation of high-resolution terrestrial evapotranspiration from Landsat data using a simple Taylor skill fusion method
- (2017) Yunjun Yao et al. JOURNAL OF HYDROLOGY
- Comparison of random forests and support vector machine for real-time radar-derived rainfall forecasting
- (2017) Pao-Shan Yu et al. JOURNAL OF HYDROLOGY
- ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R
- (2017) Marvin N. Wright et al. Journal of Statistical Software
- Streamflow Hydrology Estimate Using Machine Learning (SHEM)
- (2017) T.R. Petty et al. JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION
- Physico-chemical thresholds in the distribution of fish species among French lakes
- (2017) Vincent Roubeix et al. Knowledge and Management of Aquatic Ecosystems
- Landslide susceptibility modelling using the quantitative random forest method along the northern portion of the Yukon Alaska Highway Corridor, Canada
- (2017) Pouran Behnia et al. NATURAL HAZARDS
- A data-driven approach to assess large fire size generation in Greece
- (2017) Ioannis Mitsopoulos et al. NATURAL HAZARDS
- Comparison of machine-learning techniques for landslide susceptibility mapping using two-level random sampling (2LRS) in Alakir catchment area, Antalya, Turkey
- (2017) Metehan Ada et al. NATURAL HAZARDS
- Classification of natural flow regimes in Poland
- (2017) M. Piniewski RIVER RESEARCH AND APPLICATIONS
- Beyond prediction: Using big data for policy problems
- (2017) Susan Athey SCIENCE
- Short-term forecasting of turbidity in trunk main networks
- (2017) Gregory Meyers et al. WATER RESEARCH
- On Predictability of Groundwater Level in Shallow Wells Using Satellite Observations
- (2017) Madhumita Sahoo et al. WATER RESOURCES MANAGEMENT
- Multiple Random Forests Modelling for Urban Water Consumption Forecasting
- (2017) Guoqiang Chen et al. WATER RESOURCES MANAGEMENT
- Identification of Critical Flood Prone Areas in Data-Scarce and Ungauged Regions: A Comparison of Three Data Mining Models
- (2017) Omid Rahmati et al. WATER RESOURCES MANAGEMENT
- Application of Support Vector Machine, Random Forest, and Genetic Algorithm Optimized Random Forest Models in Groundwater Potential Mapping
- (2017) Seyed Amir Naghibi et al. WATER RESOURCES MANAGEMENT
- Prediction of Hydrologic Characteristics for Ungauged Catchments to Support Hydroecological Modeling
- (2017) Nick R. Bond et al. WATER RESOURCES RESEARCH
- Tree-based flood damage modeling of companies: Damage processes and model performance
- (2017) Tobias Sieg et al. WATER RESOURCES RESEARCH
- Predicting redox-sensitive contaminant concentrations in groundwater using random forest classification
- (2017) Anthony J. Tesoriero et al. WATER RESOURCES RESEARCH
- Developing reservoir monthly inflow forecasts using artificial intelligence and climate phenomenon information
- (2017) Tiantian Yang et al. WATER RESOURCES RESEARCH
- Mapping the temporary and perennial character of whole river networks
- (2017) A. M. González-Ferreras et al. WATER RESOURCES RESEARCH
- Multiobjective reservoir operating rules based on cascade reservoir input variable selection method
- (2017) Guang Yang et al. WATER RESOURCES RESEARCH
- Changes in Pore Water Quality After Peatland Restoration: Assessment of a Large-Scale, Replicated Before-After-Control-Impact Study in Finland
- (2017) Meseret Walle Menberu et al. WATER RESOURCES RESEARCH
- Quantifying model structural error: Efficient Bayesian calibration of a regional groundwater flow model using surrogates and a data-driven error model
- (2017) Tianfang Xu et al. WATER RESOURCES RESEARCH
- Imbalance-Aware Machine Learning for Predicting Rare and Common Disease-Associated Non-Coding Variants
- (2017) Max Schubach et al. Scientific Reports
- Diversity and Distribution of Endemic Stream Insects on a Nationwide Scale, South Korea: Conservation Perspectives
- (2017) Mi-Jung Bae et al. Water
- Automatic Cloud-Type Classification Based On the Combined Use of a Sky Camera and a Ceilometer
- (2017) J. Huertas-Tato et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Near-Channel Versus Watershed Controls on Sediment Rating Curves
- (2017) Angus A. Vaughan et al. JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE
- Decreased Soil Cation Exchange Capacity Across Northern China's Grasslands Over the Last Three Decades
- (2017) Kai Fang et al. Journal of Geophysical Research-Biogeosciences
- Statistical thinking for 21st century scientists
- (2017) D. R. Cox et al. Science Advances
- Random forest for ordinal responses: Prediction and variable selection
- (2016) Silke Janitza et al. COMPUTATIONAL STATISTICS & DATA ANALYSIS
- Applications of Bayesian belief networks in water resource management: A systematic review
- (2016) Thuc D. Phan et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Random forest in remote sensing: A review of applications and future directions
- (2016) Mariana Belgiu et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Assessment of Carbon Stocks in the Topsoil Using Random Forest and Remote Sensing Images
- (2016) Jongsung Kim et al. JOURNAL OF ENVIRONMENTAL QUALITY
- Resolving regional frequency analysis of precipitation at large and complex scales using a bottom-up approach: The Latin America and the Caribbean Drought Atlas
- (2016) J. Núñez et al. JOURNAL OF HYDROLOGY
- Linking the Budyko framework and the Dunne diagram
- (2016) Ralph Trancoso et al. JOURNAL OF HYDROLOGY
- Applying a weighted random forests method to extract karst sinkholes from LiDAR data
- (2016) Junfeng Zhu et al. JOURNAL OF HYDROLOGY
- Sources of variation in hydrological classifications: Time scale, flow series origin and classification procedure
- (2016) Francisco J. Peñas et al. JOURNAL OF HYDROLOGY
- Hybrid artificial intelligence approach based on neural fuzzy inference model and metaheuristic optimization for flood susceptibilitgy modeling in a high-frequency tropical cyclone area using GIS
- (2016) Dieu Tien Bui et al. JOURNAL OF HYDROLOGY
- Past, present and prospect of an Artificial Intelligence (AI) based model for sediment transport prediction
- (2016) Haitham Abdulmohsin Afan et al. JOURNAL OF HYDROLOGY
- Forecasting daily streamflow using online sequential extreme learning machines
- (2016) Aranildo R. Lima et al. JOURNAL OF HYDROLOGY
- On the asymptotics of random forests
- (2016) Erwan Scornet JOURNAL OF MULTIVARIATE ANALYSIS
- Feature selection methods for big data bioinformatics: A survey from the search perspective
- (2016) Lipo Wang et al. METHODS
- Earthquake magnitude prediction in Hindukush region using machine learning techniques
- (2016) K. M. Asim et al. NATURAL HAZARDS
- A Multi-scale, Hierarchical Model to Map Riparian Zones
- (2016) J. A. Salo et al. RIVER RESEARCH AND APPLICATIONS
- Predicting Thermally Stressful Events in Rivers with a Strategy to Evaluate Management Alternatives
- (2016) K. O. Maloney et al. RIVER RESEARCH AND APPLICATIONS
- Potential Effects of Climate Change on Ecologically Relevant Streamflow Regimes
- (2016) S. Dhungel et al. RIVER RESEARCH AND APPLICATIONS
- Methods used for quantifying the prediction uncertainty of artificial neural network based hydrologic models
- (2016) K. S. Kasiviswanathan et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- A random forest guided tour
- (2016) Gérard Biau et al. TEST
- Stochastic data mining tools for pipe blockage failure prediction
- (2016) Pedro Santos et al. Urban Water Journal
- Microbial source tracking in impaired watersheds using PhyloChip and machine-learning classification
- (2016) Eric A. Dubinsky et al. WATER RESEARCH
- Short-Term Predictions of Hydrological Events on an Urbanized Watershed Using Supervised Classification
- (2016) M. G. Erechtchoukova et al. WATER RESOURCES MANAGEMENT
- Simulating California reservoir operation using the classification and regression-tree algorithm combined with a shuffled cross-validation scheme
- (2016) Tiantian Yang et al. WATER RESOURCES RESEARCH
- Spatial downscaling of precipitation using adaptable random forests
- (2016) Xiaogang He et al. WATER RESOURCES RESEARCH
- A computationally fast variable importance test for random forests for high-dimensional data
- (2016) Silke Janitza et al. Advances in Data Analysis and Classification
- A random forest guided tour
- (2016) Gérard Biau et al. TEST
- Estimating daily air temperatures over the Tibetan Plateau by dynamically integrating MODIS LST data
- (2016) Hongbo Zhang et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Short-term favorable weather conditions are an important control of interannual variability in carbon and water fluxes
- (2016) Jakob Zscheischler et al. Journal of Geophysical Research-Biogeosciences
- A Statistical Framework for Hypothesis Testing in Real Data Comparison Studies
- (2015) Anne-Laure Boulesteix et al. AMERICAN STATISTICIAN
- Consistency of random forests
- (2015) Erwan Scornet et al. ANNALS OF STATISTICS
- Observations of net soil exchange of CO2 in a dryland show experimental warming increases carbon losses in biocrust soils
- (2015) Anthony Darrouzet-Nardi et al. BIOGEOCHEMISTRY
- A fuzzy rule based metamodel for monthly catchment nitrate fate simulations
- (2015) S. van der Heijden et al. JOURNAL OF HYDROLOGY
- Environmental conditions of boreal springs explained by capture zone characteristics
- (2015) Pekka M. Rossi et al. JOURNAL OF HYDROLOGY
- Flood hazard risk assessment model based on random forest
- (2015) Zhaoli Wang et al. JOURNAL OF HYDROLOGY
- Modeled intermittency risk for small streams in the Upper Colorado River Basin under climate change
- (2015) Lindsay V. Reynolds et al. JOURNAL OF HYDROLOGY
- Artificial intelligence based models for stream-flow forecasting: 2000–2015
- (2015) Zaher Mundher Yaseen et al. JOURNAL OF HYDROLOGY
- Storm outage modeling for an electric distribution network in Northeastern USA
- (2015) D. W. Wanik et al. NATURAL HAZARDS
- Comparative performance of six supervised learning methods for the development of models of hard rock pillar stability prediction
- (2015) Jian Zhou et al. NATURAL HAZARDS
- Evaluation of liquefaction potential based on CPT data using random forest
- (2015) V. R. Kohestani et al. NATURAL HAZARDS
- The Effects of Improved Water Quality on Fish Assemblages in a Heavily Modified Large River System
- (2015) J. Parker et al. RIVER RESEARCH AND APPLICATIONS
- A Classification of Stream Water Temperature Regimes in the Conterminous USA
- (2015) A. Maheu et al. RIVER RESEARCH AND APPLICATIONS
- The Influence of Land Cover, Vertical Structure, and Socioeconomic Factors on Outdoor Water Use in a Western US City
- (2015) Edward Gage et al. WATER RESOURCES MANAGEMENT
- State of the Art Review of Ant Colony Optimization Applications in Water Resource Management
- (2015) Abbas Afshar et al. WATER RESOURCES MANAGEMENT
- Dominant factors associated with microcystins in nine midlatitude, maritime lakes
- (2015) Jean Jacoby et al. Inland Waters
- Modeling Flood Hazard Zones at the Sub-District Level with the Rational Model Integrated with GIS and Remote Sensing Approaches
- (2015) Daniel Asare-Kyei et al. Water
- Uncertainty in Various Habitat Suitability Models and Its Impact on Habitat Suitability Estimates for Fish
- (2015) Yu-Pin Lin et al. Water
- Distribution of Epilithic Diatoms in Estuaries of the Korean Peninsula in Relation to Environmental Variables
- (2015) Ha-Kyung Kim et al. Water
- Urban Flood Mapping Based on Unmanned Aerial Vehicle Remote Sensing and Random Forest Classifier—A Case of Yuyao, China
- (2015) Quanlong Feng et al. Water
- The parametric sensitivity of CAM5's MJO
- (2015) J. S. Boyle et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Support vector machine applications in the field of hydrology: A review
- (2014) Sujay Raghavendra. N et al. APPLIED SOFT COMPUTING
- Machine learning versus statistical modeling
- (2014) Anne-Laure Boulesteix et al. BIOMETRICAL JOURNAL
- Letter to the Editor: On the term 'interaction' and related phrases in the literature on Random Forests
- (2014) A.-L. Boulesteix et al. BRIEFINGS IN BIOINFORMATICS
- Quantifying and generalizing hydrologic responses to dam regulation using a statistical modeling approach
- (2014) Ryan A. McManamay JOURNAL OF HYDROLOGY
- Applications of hybrid wavelet–Artificial Intelligence models in hydrology: A review
- (2014) Vahid Nourani et al. JOURNAL OF HYDROLOGY
- CUTOFF: A spatio-temporal imputation method
- (2014) Lingbing Feng et al. JOURNAL OF HYDROLOGY
- Assessing hydrologic prediction uncertainty resulting from soft land cover classification
- (2014) Lien Loosvelt et al. JOURNAL OF HYDROLOGY
- Prediction of regional streamflow frequency using model tree ensembles
- (2014) Spencer Schnier et al. JOURNAL OF HYDROLOGY
- Forecasting hurricane-induced power outage durations
- (2014) Roshanak Nateghi et al. NATURAL HAZARDS
- Natural Flow Regimes of the Ozark-Ouachita Interior Highlands Region
- (2014) D. R. Leasure et al. RIVER RESEARCH AND APPLICATIONS
- Public health and pipe breaks in water distribution systems: Analysis with internet search volume as a proxy
- (2014) Julie E. Shortridge et al. WATER RESEARCH
- Assessing the Accuracy of Soil and Water Quality Characterization Using Remote Sensing
- (2014) Vincent de Paul Obade et al. WATER RESOURCES MANAGEMENT
- State-of-the-Art for Modelling Reservoir Inflows and Management Optimization
- (2014) Shi-Mei Choong et al. WATER RESOURCES MANAGEMENT
- Connectivity of overland flow by drainage network expansion in a rain forest catchment
- (2014) Beate Zimmermann et al. WATER RESOURCES RESEARCH
- Multisensor earth observations to characterize wetlands and malaria epidemiology in Ethiopia
- (2014) Alemayehu Midekisa et al. WATER RESOURCES RESEARCH
- Machine learning and linear regression models to predict catchment-level base cation weathering rates across the southern Appalachian Mountain region, USA
- (2014) Nicholas A. Povak et al. WATER RESOURCES RESEARCH
- Modelling habitat requirements of bullhead (Cottus gobio) in Alpine streams
- (2013) Paolo Vezza et al. AQUATIC SCIENCES
- Cluster Forests
- (2013) Donghui Yan et al. COMPUTATIONAL STATISTICS & DATA ANALYSIS
- Modifications of the construction and voting mechanisms of the Random Forests Algorithm
- (2013) Evanthia E. Tripoliti et al. DATA & KNOWLEDGE ENGINEERING
- Effects of different sampling scales and selection criteria on modelling net primary productivity of Indonesian tropical forests
- (2013) STEPHAN J. GMUR et al. ENVIRONMENTAL CONSERVATION
- A comparison of three empirically based, spatially explicit predictive models of residential soil Pb concentrations in Baltimore, Maryland, USA: understanding the variability within cities
- (2013) Kirsten Schwarz et al. ENVIRONMENTAL GEOCHEMISTRY AND HEALTH
- Identifying the origin of groundwater samples in a multi-layer aquifer system with Random Forest classification
- (2013) Paul Baudron et al. JOURNAL OF HYDROLOGY
- Comparing and combining physically-based and empirically-based approaches for estimating the hydrology of ungauged catchments
- (2013) D.J. Booker et al. JOURNAL OF HYDROLOGY
- QSAR Modeling: Where Have You Been? Where Are You Going To?
- (2013) Artem Cherkasov et al. JOURNAL OF MEDICINAL CHEMISTRY
- A comparison of artificial neural networks and random forests to predict native fish species richness in Mediterranean rivers
- (2013) E.J. Olaya-Marín et al. Knowledge and Management of Aquatic Ecosystems
- Gene selection with guided regularized random forest
- (2013) Houtao Deng et al. PATTERN RECOGNITION
- ASSESSING THE CUMULATIVE IMPACTS OF HYDROPOWER REGULATION ON THE FLOW CHARACTERISTICS OF A LARGE ATLANTIC SALMON RIVER SYSTEM
- (2013) C. Birkel et al. RIVER RESEARCH AND APPLICATIONS
- Machine learning and hurdle models for improving regional predictions of stream water acid neutralizing capacity
- (2013) Nicholas A. Povak et al. WATER RESOURCES RESEARCH
- Tree-based iterative input variable selection for hydrological modeling
- (2013) S. Galelli et al. WATER RESOURCES RESEARCH
- Mining data with random forests: current options for real-world applications
- (2013) Andreas Ziegler et al. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- A weighted random forests approach to improve predictive performance
- (2013) Stacey J. Winham et al. Statistical Analysis and Data Mining
- Obtaining diverse behaviors in a climate model without the use of flux adjustments
- (2013) Kuniko Yamazaki et al. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
- Analyzing the footprints of near-surface aqueous turbulence: An image processing-based approach
- (2013) J. Schnieders et al. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS
- Random Forests modelling for the estimation of mango (Mangifera indica L. cv. Chok Anan) fruit yields under different irrigation regimes
- (2012) Shinji Fukuda et al. AGRICULTURAL WATER MANAGEMENT
- Impacts of internal and external policies on land change in Uruguay, 2001–2009
- (2012) DANIEL J. REDO et al. ENVIRONMENTAL CONSERVATION
- Random forests for genomic data analysis
- (2012) Xi Chen et al. GENOMICS
- Comparing methods for estimating flow duration curves at ungauged sites
- (2012) D.J. Booker et al. JOURNAL OF HYDROLOGY
- Forests and erosion: Insights from a study of suspended-sediment dynamics in an overland flow-prone rainforest catchment
- (2012) Alexander Zimmermann et al. JOURNAL OF HYDROLOGY
- Variance reduction in purely random forests
- (2012) Robin Genuer JOURNAL OF NONPARAMETRIC STATISTICS
- Dynamic Random Forests
- (2012) Simon Bernard et al. PATTERN RECOGNITION LETTERS
- Two decades of anarchy? Emerging themes and outstanding challenges for neural network river forecasting
- (2012) Robert J. Abrahart et al. PROGRESS IN PHYSICAL GEOGRAPHY
- NATURAL FLOW REGIME CLASSIFICATIONS ARE SENSITIVE TO DEFINITION PROCEDURES
- (2012) T. H. Snelder et al. RIVER RESEARCH AND APPLICATIONS
- A new variable importance measure for random forests with missing data
- (2012) Alexander Hapfelmeier et al. STATISTICS AND COMPUTING
- Predicting natural base-flow stream water chemistry in the western United States
- (2012) John R. Olson et al. WATER RESOURCES RESEARCH
- Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics
- (2012) Anne-Laure Boulesteix et al. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- Node harvest
- (2011) Nicolai Meinshausen Annals of Applied Statistics
- Can bottom-up procedures improve the performance of stream classifications?
- (2011) Ton Snelder et al. AQUATIC SCIENCES
- Random forest Gini importance favours SNPs with large minor allele frequency: impact, sources and recommendations
- (2011) A.-L. Boulesteix et al. BRIEFINGS IN BIOINFORMATICS
- Gradient forests: calculating importance gradients on physical predictors
- (2011) Nick Ellis et al. ECOLOGY
- Bayesian networks in environmental modelling
- (2011) P.A. Aguilera et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Methods for Identifying SNP Interactions: A Review on Variations of Logic Regression, Random Forest and Bayesian Logistic Regression
- (2011) C. C. M. Chen et al. IEEE-ACM Transactions on Computational Biology and Bioinformatics
- Mapping forest canopy height globally with spaceborne lidar
- (2011) Marc Simard et al. JOURNAL OF GEOPHYSICAL RESEARCH
- Topographic controls on overland flow generation in a forest – An ensemble tree approach
- (2011) Martin Loos et al. JOURNAL OF HYDROLOGY
- Recognition of key regions for restoration of phytoplankton communities in the Huai River basin, China
- (2011) Changsen Zhao et al. JOURNAL OF HYDROLOGY
- Links between stream reach hydromorphology and land cover on different spatial scales in the Adour-Garonne Basin (SW France)
- (2011) L. Tudesque et al. Knowledge and Management of Aquatic Ecosystems
- RELATIONS BETWEEN ALTERED STREAMFLOW VARIABILITY AND FISH ASSEMBLAGES IN EASTERN USA STREAMS
- (2011) M. R. Meador et al. RIVER RESEARCH AND APPLICATIONS
- Random Forests for Genetic Association Studies
- (2011) Benjamin A Goldstein et al. Statistical Applications in Genetics and Molecular Biology
- To Explain or to Predict?
- (2011) Galit Shmueli STATISTICAL SCIENCE
- Multivariate random forests
- (2011) Mark Segal et al. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- The use of classification trees for bioinformatics
- (2011) Xiang Chen et al. Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- Classification and regression trees
- (2011) Wei-Yin Loh Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery
- Random survival forests for high-dimensional data
- (2011) Hemant Ishwaran et al. Statistical Analysis and Data Mining
- BART: Bayesian additive regression trees
- (2010) Hugh A. Chipman et al. Annals of Applied Statistics
- The behaviour of random forest permutation-based variable importance measures under predictor correlation
- (2010) Kristin K Nicodemus et al. BMC BIOINFORMATICS
- Methods used for the development of neural networks for the prediction of water resource variables in river systems: Current status and future directions
- (2010) Holger R. Maier et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Predictive models for forecasting hourly urban water demand
- (2010) Manuel Herrera et al. JOURNAL OF HYDROLOGY
- Mining data with random forests: A survey and results of new tests
- (2010) A. Verikas et al. PATTERN RECOGNITION
- Variable selection using random forests
- (2010) Robin Genuer et al. PATTERN RECOGNITION LETTERS
- Novel application of a statistical technique, Random Forests, in a bacterial source tracking study
- (2010) Amanda Smith et al. WATER RESEARCH
- Tree-based reinforcement learning for optimal water reservoir operation
- (2010) A. Castelletti et al. WATER RESOURCES RESEARCH
- Variable Importance Assessment in Regression: Linear Regression versus Random Forest
- (2009) Ulrike Grömping AMERICAN STATISTICIAN
- Tree-Based Ranking Methods
- (2009) StÉphan Clemencon et al. IEEE TRANSACTIONS ON INFORMATION THEORY
- Fast Keypoint Recognition Using Random Ferns
- (2009) M. Ozuysal et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Predicting the natural flow regime: models for assessing hydrological alteration in streams
- (2009) Daren M. Carlisle et al. RIVER RESEARCH AND APPLICATIONS
- Modeling soil depth from topographic and land cover attributes
- (2009) Teklu K. Tesfa et al. WATER RESOURCES RESEARCH
- Random survival forests
- (2008) Hemant Ishwaran et al. Annals of Applied Statistics
- Enriched random forests
- (2008) D. Amaratunga et al. BIOINFORMATICS
- Conditional Variable Importance for Random Forests
- (2008) Carolin Strobl et al. BMC BIOINFORMATICS
- Estimation of suspended sediment concentration and yield using linear models, random forests and quantile regression forests
- (2008) T. Francke et al. HYDROLOGICAL PROCESSES
- Data-driven modelling: some past experiences and new approaches
- (2007) Dimitri P. Solomatine et al. JOURNAL OF HYDROINFORMATICS
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search