The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation

The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation

(2021) Davide Chicco et al.   BioData Mining

Classifier uncertainty: evidence, potential impact, and probabilistic treatment

(2021) Niklas Tötsch et al.   PeerJ Computer Science

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

(2020) Davide Chicco et al.   BMC GENOMICS

Benign overfitting in linear regression

(2020) Peter L. Bartlett et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Count regression models for COVID-19

(2020) Stephen Chan et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Optimum design of chamfer masks using symmetric mean absolute percentage error

(2019) Baraka Jacob Maiseli   EURASIP Journal on Image and Video Processing

The coefficient of determination R 2 and intra-class correlation coefficient from generalized linear mixed-effects models revisited and expanded

(2017) Shinichi Nakagawa et al.   Journal of the Royal Society Interface

A new accuracy measure based on bounded relative error for time series forecasting

(2017) Chao Chen et al.   PLoS One

A Coefficient of Determination for Generalized Linear Models

(2016) Dabao Zhang   AMERICAN STATISTICIAN

Mean Absolute Percentage Error for regression models

(2016) Arnaud de Myttenaere et al.   NEUROCOMPUTING

Simple linear regression

(2015) Naomi Altman et al.   NATURE METHODS

Multiple linear regression

(2015) Martin Krzywinski et al.   NATURE METHODS

Simple Formulae for Bias and Mean Square Error Computation [DSP Tips and Tricks]

(2013) Hing Cheung So et al.   IEEE SIGNAL PROCESSING MAGAZINE

The Enhanced Liver Fibrosis (ELF) score: Normal values, influence factors and proposed cut-off values

(2013) Ralf Lichtinghagen et al.   JOURNAL OF HEPATOLOGY

A Better Coefficient of Determination for Genetic Profile Analysis

(2012) Sang Hong Lee et al.   GENETIC EPIDEMIOLOGY

Accuracy in Parameter Estimation for the Root Mean Square Error of Approximation: Sample Size Planning for Narrow Confidence Intervals

(2011) Ken Kelley et al.   MULTIVARIATE BEHAVIORAL RESEARCH

Bayesian inference for additive mixed quantile regression models

(2010) Yu Ryan Yue et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A robust coefficient of determination for regression

(2010) Olivier Renaud et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE