Concepedia
Statistics
Publications
44
Citations
14K
H-Index
28
Active since
1993
Affiliations
University of Toronto(Current)
Fondazione Bruno Kessler
Politecnico di Milano
Princess Margaret Cancer Centre
Krembil Research Institute
Davide Chicco is an author at University of Toronto specializing in engineering, data science, and biostatistics.
Top concepts
EngineeringData ScienceMedicineBiostatisticsBioinformaticsComputational BiologyKnowledge DiscoveryData MiningSystems BiologyMachine Learning
Publications per year
1993–2025
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation
Davide Chicco, Giuseppe Jurman · BMC Genomics · 2020 · 5.4K citations · Full text
The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation
Davide Chicco, Matthijs J. Warrens, Giuseppe Jurman · PeerJ Computer Science · 2021 · 4.3K citations · Full text
The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation
Davide Chicco, Niklas Tötsch, Giuseppe Jurman · BioData Mining · 2021 · 848 citations · Full text
Machine learning can predict survival of patients with heart failure from serum creatinine and ejection fraction alone
Davide Chicco, Giuseppe Jurman · BMC Medical Informatics and Decision Making · 2020 · 569 citations · Full text
The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification
Davide Chicco, Giuseppe Jurman · BioData Mining · 2023 · 442 citations · Full text
Reliability, Classification Method, Roc Curve +11
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