FastForest: Increasing random forest processing speed while maintaining accuracy

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

Random forest for big data classification in the internet of things using optimal features

(2019) S. K. Lakshmanaprabu et al.   International Journal of Machine Learning and Cybernetics

Hyperparameters and tuning strategies for random forest

(2019) Philipp Probst et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Object-based random forest modelling of aboveground forest biomass outperforms a pixel-based approach in a heterogeneous and mountain tropical environment

(2019) Eduarda M.O. Silveira et al.   International Journal of Applied Earth Observation and Geoinformation

Why Cohen’s Kappa should be avoided as performance measure in classification

(2019) Rosario Delgado et al.   PLoS One

Random Forest based hourly building energy prediction

(2018) Zeyu Wang et al.   ENERGY AND BUILDINGS

Standard errors and confidence intervals for variable importance in random forest regression, classification, and survival

(2018) Hemant Ishwaran et al.   STATISTICS IN MEDICINE

Applications of random forest feature selection for fine-scale genetic population assignment

(2017) Emma V. A. Sylvester et al.   Evolutionary Applications

A Parallel Random Forest Algorithm for Big Data in a Spark Cloud Computing Environment

(2017) Jianguo Chen et al.   IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS

Software defect prediction using a cost sensitive decision forest and voting, and a potential solution to the class imbalance problem

(2015) Michael J. Siers et al.   INFORMATION SYSTEMS

Ensemble-based classifiers

(2009) Lior Rokach   ARTIFICIAL INTELLIGENCE REVIEW

Out-of-bag estimation of the optimal sample size in bagging

(2009) Gonzalo Martínez-Muñoz et al.   PATTERN RECOGNITION

About the relationship between ROC curves and Cohen's kappa

(2007) Arie Ben-David   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE