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Explainable machine-learning predictions for the prevention of hypoxaemia during surgery.
Nat Biomed Eng. 2018 Oct;2(10):749-760. doi: 10.1038/s41551-018-0304-0. Epub 2018 Oct 10.
Nat Biomed Eng. 2018.
PMID: 31001455
Free PMC article.
Explaining a series of models by propagating Shapley values.
Chen H, Lundberg SM, Lee SI.
Chen H, et al. Among authors: lundberg sm.
Nat Commun. 2022 Aug 3;13(1):4512. doi: 10.1038/s41467-022-31384-3.
Nat Commun. 2022.
PMID: 35922410
Free PMC article.
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AIControl: replacing matched control experiments with machine learning improves ChIP-seq peak identification.
Hiranuma N, Lundberg SM, Lee SI.
Hiranuma N, et al. Among authors: lundberg sm.
Nucleic Acids Res. 2019 Jun 4;47(10):e58. doi: 10.1093/nar/gkz156.
Nucleic Acids Res. 2019.
PMID: 30869146
Free PMC article.
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From Local Explanations to Global Understanding with Explainable AI for Trees.
Lundberg SM, Erion G, Chen H, DeGrave A, Prutkin JM, Nair B, Katz R, Himmelfarb J, Bansal N, Lee SI.
Lundberg SM, et al.
Nat Mach Intell. 2020 Jan;2(1):56-67. doi: 10.1038/s42256-019-0138-9. Epub 2020 Jan 17.
Nat Mach Intell. 2020.
PMID: 32607472
Free PMC article.
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Forecasting adverse surgical events using self-supervised transfer learning for physiological signals.
Chen H, Lundberg SM, Erion G, Kim JH, Lee SI.
Chen H, et al. Among authors: lundberg sm.
NPJ Digit Med. 2021 Dec 8;4(1):167. doi: 10.1038/s41746-021-00536-y.
NPJ Digit Med. 2021.
PMID: 34880410
Free PMC article.
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Interpretable machine learning prediction of all-cause mortality.
Qiu W, Chen H, Dincer AB, Lundberg S, Kaeberlein M, Lee SI.
Qiu W, et al.
Commun Med (Lond). 2022 Oct 3;2:125. doi: 10.1038/s43856-022-00180-x. eCollection 2022.
Commun Med (Lond). 2022.
PMID: 36204043
Free PMC article.
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A machine learning approach to integrate big data for precision medicine in acute myeloid leukemia.
Lee SI, Celik S, Logsdon BA, Lundberg SM, Martins TJ, Oehler VG, Estey EH, Miller CP, Chien S, Dai J, Saxena A, Blau CA, Becker PS.
Lee SI, et al. Among authors: lundberg sm.
Nat Commun. 2018 Jan 3;9(1):42. doi: 10.1038/s41467-017-02465-5.
Nat Commun. 2018.
PMID: 29298978
Free PMC article.
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ChromNet: Learning the human chromatin network from all ENCODE ChIP-seq data.
Lundberg SM, Tu WB, Raught B, Penn LZ, Hoffman MM, Lee SI.
Lundberg SM, et al.
Genome Biol. 2016 Apr 30;17:82. doi: 10.1186/s13059-016-0925-0.
Genome Biol. 2016.
PMID: 27139377
Free PMC article.
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