A machine learning framework for performing binary classification on tabular biomedical data
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| Published in | Imaging (Budapest) Vol. 15; no. 1; pp. 1 - 6 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
01.06.2023
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| Online Access | Get full text |
| ISSN | 2732-0960 2732-0960 |
| DOI | 10.1556/1647.2023.00109 |
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| Author | Kovács, Attila Merkely, Béla Tolvaj, Máté Tokodi, Márton Szijártó, Ádám Fábián, Alexandra Lakatos, Bálint Károly |
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| References | Rajpurkar P (B2) 2022; 28 Tolvaj M (B14) 2021; 13 Topol EJ (B5) 2019; 25 Chen T (B8) 2016 Chawla NV (B11) 2002; 16 Pedregosa F (B7) 2011; 12 Obermeyer Z (B1) 2017; 377 Ding, C (B12) 2005; 3 van Buuren S (B10) 2011; 45 Lundberg SM (B13) 2017 Rajkomar A (B3) 2019; 380 Kagiyama N (B4) 2022; 18 Breunig MM (B9) 2000; 29 Sengupta PP (B6) 2020; 13 |
| References_xml | – volume: 16 start-page: 321 year: 2002 ident: B11 article-title: SMOTE: Synthetic minority over-sampling technique – volume: 3 start-page: 185 issue: 2 year: 2005 ident: B12 article-title: Minimum redundancy feature selection from microarray gene expression data – volume: 13 start-page: 2017 issue: 9 year: 2020 ident: B6 article-title: Proposed Requirements for cardiovascular imaging-related machine learning evaluation (PRIME): a checklist – volume: 29 start-page: 93 issue: 2 year: 2000 ident: B9 article-title: LOF: Identifying density-based local outliers – volume: 45 start-page: 1 issue: 3 year: 2011 ident: B10 article-title: Mice: multivariate imputation by chained Equations in R – volume: 377 start-page: 1209 issue: 13 year: 2017 ident: B1 article-title: Lost in thought — the limits of the human mind and the future of medicine – volume: 25 start-page: 44 issue: 1 year: 2019 ident: B5 article-title: High-performance medicine: The convergence of human and artificial intelligence – volume: 380 start-page: 1347 issue: 14 year: 2019 ident: B3 article-title: Machine learning in medicine – start-page: 785 year: 2016 ident: B8 article-title: XGBoost: a scalable tree boosting system – volume: 28 start-page: 31 issue: 1 year: 2022 ident: B2 article-title: AI in health and medicine – start-page: 4768 year: 2017 ident: B13 article-title: A unified approach to interpreting model predictions – volume: 13 start-page: 130 issue: 2 year: 2021 ident: B14 article-title: Added predictive value of right ventricular ejection fraction compared with conventional echocardiographic measurements in patients who underwent diverse cardiovascular procedures – volume: 18 start-page: 245 issue: 2 year: 2022 ident: B4 article-title: Machine learning in cardiovascular imaging – volume: 12 start-page: 2825 year: 2011 ident: B7 article-title: Scikit-learn: machine learning in Python |
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| Title | A machine learning framework for performing binary classification on tabular biomedical data |
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