Davide Chicco

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Giuseppe JurmanHumanitas University, Milan & Fondazione Bruno Kessler, Trento, ItalyCorreu electrònic verificat a fbk.eu
Marco MasseroliPolitecnico di MilanoCorreu electrònic verificat a polimi.it
Matthijs J. WarrensGION, University of GroningenCorreu electrònic verificat a rug.nl
Luca OnetoDIBRIS - University of GenoaCorreu electrònic verificat a unige.it
Michael M. HoffmanChair and Senior Scientist, University Health Network/Associate Professor, University of TorontoCorreu electrònic verificat a utoronto.ca
Peter C AustinICES (Institute for Clinical Evaluative Sciences)Correu electrònic verificat a ices.on.ca
Douglas LeeUniversity of TorontoCorreu electrònic verificat a ices.on.ca
Pierre BaldiProfessor, University of California, IrvineCorreu electrònic verificat a ics.uci.edu
Peter SadowskiAssociate Professor, University of Hawai’i at MānoaCorreu electrònic verificat a hawaii.edu
Jaime CardosoFull Professor at Faculty of Engineering, University of Porto; Researcher, INESC TECCorreu electrònic verificat a fe.up.pt
Kelwin FernandesNILG.AICorreu electrònic verificat a nilg.ai
Erica TavazziUniversità degli Studi di PadovaCorreu electrònic verificat a dei.unipd.it
V. Starovoitov (ВВ Старовойтов, V. St...ОИПИ НАН Беларуси, National Academy of Sciences of Belarus United Institute of Informatics ProblemsCorreu electrònic verificat a newman.bas-net.by
Abbas AlameerKuwait UniversityCorreu electrònic verificat a ku.edu.kw
Giuseppe AgapitoUniversity of CatanzaroCorreu electrònic verificat a unicz.it
Davide CangelosiSenior Investigator, IRCCS Giannina Gaslini InstituteCorreu electrònic verificat a gaslini.org
Angelo FacchianoIstituto di Scienze dell'Alimentazione, CNR - Institute of Food Sciences, National Research CouncilCorreu electrònic verificat a isa.cnr.it
Christopher A. LovejoyUniversity of Cambridge, University College London, NHSCorreu electrònic verificat a ucl.ac.uk
Eleonora CiceriGucciCorreu electrònic verificat a eleonoraciceri.it
Claudio AngioneProfessor of Artificial Intelligence, Teesside UniversityCorreu electrònic verificat a tees.ac.uk

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Davide Chicco

Università di Milano-Bicocca & University of Toronto

Correu electrònic verificat a utoronto.ca - Pàgina d'inici

applied machine learning bioinformatics biomedical informatics Matthews correlation coefficient


Títol Ordena per cites Ordena per any Ordena per títol	Citada per Citada per	Any
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation D Chicco, G Jurman BMC Genomics 21 (6), 1-13, 2020	5284	2020
The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation D Chicco, MJ Warrens, G Jurman PeerJ Computer Science 7, e623, 2021	3350	2021
Bioconda: sustainable and comprehensive software distribution for the life sciences B Grüning, R Dale, A Sjödin, BA Chapman, J Rowe, CH Tomkins-Tinch, ... Nature Methods 15 (7), 475, 2018	1237	2018
Ten quick tips for machine learning in computational biology D Chicco BioData Mining 10 (35), 1-17, 2017	1075	2017
The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation D Chicco, N Tötsch, G Jurman BioData Mining 14 (13), 1-22, 2021	812	2021
Siamese neural networks: an overview D Chicco Artificial Neural Networks (3rd edition), Methods in Molecular Biology 2190 …, 2020	779	2020
Machine learning can predict survival of patients with heart failure from serum creatinine and ejection fraction alone D Chicco, G Jurman BMC Medical Informatics and Decision Making 20 (16), 1-16, 2020	626	2020
The Matthews correlation coefficient (MCC) is more informative than Cohen’s Kappa and Brier score in binary classification assessment D Chicco, MJ Warrens, G Jurman IEEE Access 9, 78368-78381, 2021	331	2021
Community assessment to advance computational prediction of cancer drug combinations in a pharmacogenomic screen MP Menden, D Wang, MJ Mason, B Szalai, KC Bulusu, Y Guan, T Yu, ... Nature Communications 10 (1), 2674, 2019	326	2019
The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification D Chicco, G Jurman BioData Mining 16 (4), 1-23, 2023	279	2023
Deep autoencoder neural networks for Gene Ontology annotation predictions D Chicco, P Sadowski, P Baldi Proceedings of ACM BCB 2014 – the 5th ACM Conference on Bioinformatics …, 2014	256	2014
Machine learning vs. conventional statistical models for predicting heart failure readmission and mortality S Shin, PC Austin, HJ Ross, H Abdel‐Qadir, C Freitas, G Tomlinson, ... ESC Heart Failure 8 (1), 106-115, 2020	144	2020
Supervised deep learning embeddings for the prediction of cervical cancer diagnosis K Fernandes, D Chicco, JS Cardoso, J Fernandes PeerJ Computer Science 4 (e154), 2018	111	2018
Theadvantages of the matthews correlation co-heXphotogenic: Generalization of Chest X-ray Models to to Photos eﬃcient (mcc) over f1 score and accuracyin binary classiﬁcation … D Chicco, G Jurman BMCgenomics 21 (1), 6, 2020	109	2020
The benefits of the Matthews correlation coefficient (MCC) over the diagnostic odds ratio (DOR) in binary classification assessment D Chicco, V Starovoitov, G Jurman IEEE Access 9, 47112-47124, 2021	96	2021
Computational prediction of diagnosis and feature selection on mesothelioma patient health records D Chicco, C Rovelli PLOS One 14 (1), e0208737, 2019	74	2019
Stratification of amyotrophic lateral sclerosis patients: a crowdsourcing approach R Kueffner, N Zach, M Bronfeld, R Norel, N Atassi, V Balagurusamy, ... Scientific Reports 9 (1), 690, 2019	72	2019
The MCC-F1 curve: a performance evaluation technique for binary classification C Cao, D Chicco, MM Hoffman arXiv preprint arXiv:2006.11278, 2020	57	2020
Survival prediction of patients with sepsis from age, sex, and septic episode number alone D Chicco, G Jurman Scientific Reports 10 (17156), 1-12, 2020	56	2020
Nine quick tips for pathway enrichment analysis D Chicco, G Agapito PLOS Computational Biology 18 (8), e1010348, 2022	55	2022

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