Benchmarking machine learning models on multi-centre eICU critical care dataset

Seyedmostafa Sheikhalishahi; Vevake Balaraman; Venet Osmani

doi:10.1371/journal.pone.0235424

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Open Access

Peer-reviewed

Research Article

Benchmarking machine learning models on multi-centre eICU critical care dataset

Seyedmostafa Sheikhalishahi,

Roles Conceptualization, Data curation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliations University of Trento, Trento, Italy, Fondazione Bruno Kessler Research Institute, Trento, Italy

http://orcid.org/0000-0002-0121-0160

⨯
Vevake Balaraman,

Roles Data curation, Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliations University of Trento, Trento, Italy, Fondazione Bruno Kessler Research Institute, Trento, Italy
⨯
Venet Osmani

Roles Conceptualization, Funding acquisition, Investigation, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

* E-mail: vosmani@fbk.eu

Affiliation Fondazione Bruno Kessler Research Institute, Trento, Italy

http://orcid.org/0000-0001-7306-2972

⨯

Benchmarking machine learning models on multi-centre eICU critical care dataset

Seyedmostafa Sheikhalishahi,
Vevake Balaraman,
Venet Osmani

Published: July 2, 2020
https://doi.org/10.1371/journal.pone.0235424

About the Authors

Seyedmostafa Sheikhalishahi

Roles Conceptualization, Data curation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliations University of Trento, Trento, Italy, Fondazione Bruno Kessler Research Institute, Trento, Italy

http://orcid.org/0000-0002-0121-0160

Vevake Balaraman

Roles Data curation, Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliations University of Trento, Trento, Italy, Fondazione Bruno Kessler Research Institute, Trento, Italy

Venet Osmani

Roles Conceptualization, Funding acquisition, Investigation, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing

* E-mail: vosmani@fbk.eu

Affiliation Fondazione Bruno Kessler Research Institute, Trento, Italy

http://orcid.org/0000-0001-7306-2972

Competing Interests

The authors have declared that no competing interests exist.

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Machine learning
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Intensive care units
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Deep learning
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Hospitals
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Artificial neural networks
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Medical risk factors
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Forecasting
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Phenotypes
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