Ten quick tips for machine learning in computational biology

by Davide Chicco
Published 2017-12-01

Computational prediction of diagnosis and feature selection on mesothelioma patient health records.

by Davide Chicco, Cristina Rovelli
Published 2019-01-01

Survival prediction of patients with sepsis from age, sex, and septic episode number alone

by Davide Chicco, Giuseppe Jurman
Published 2020-10-01

Machine learning can predict survival of patients with heart failure from serum creatinine and ejection fraction alone

by Davide Chicco, Giuseppe Jurman
Published 2020-02-01

Data analytics and clinical feature ranking of medical records of patients with sepsis

by Davide Chicco, Luca Oneto
Published 2021-02-01

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

by Davide Chicco, Giuseppe Jurman
Published 2020-01-01

An Ensemble Learning Approach for Enhanced Classification of Patients With Hepatitis and Cirrhosis

by Davide Chicco, Giuseppe Jurman
Published 2021-01-01

Arterial Disease Computational Prediction and Health Record Feature Ranking Among Patients Diagnosed With Inflammatory Bowel Disease

by Davide Chicco, Giuseppe Jurman
Published 2021-01-01

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

by Davide Chicco, Niklas Tötsch, Giuseppe Jurman
Published 2021-02-01

Editorial: Artificial Intelligence Bioinformatics: Development and Application of Tools for Omics and Inter-Omics Studies

by Davide Chicco, Dominik Heider, Angelo Facchiano
Published 2020-04-01

The Benefits of the Matthews Correlation Coefficient (MCC) Over the Diagnostic Odds Ratio (DOR) in Binary Classification Assessment

by Davide Chicco, Valery Starovoitov, Giuseppe Jurman
Published 2021-01-01

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

by Davide Chicco, Matthijs J. Warrens, Giuseppe Jurman
Published 2021-07-01

The Matthews Correlation Coefficient (MCC) is More Informative Than Cohen’s Kappa and Brier Score in Binary Classification Assessment

by Davide Chicco, Matthijs J. Warrens, Giuseppe Jurman
Published 2021-01-01

Supervised deep learning embeddings for the prediction of cervical cancer diagnosis

by Kelwin Fernandes, Davide Chicco, Jaime S. Cardoso, Jessica Fernandes
Published 2018-05-01

Machine learning vs. conventional statistical models for predicting heart failure readmission and mortality

by Sheojung Shin, Peter C. Austin, Heather J. Ross, Husam Abdel‐Qadir, Cassandra Freitas, George Tomlinson, Davide Chicco, Meera Mahendiran, Patrick R. Lawler, Filio Billia, Anthony Gramolini, Slava Epelman, Bo Wang, Douglas S. Lee
Published 2021-02-01