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Extending greedy feature selection algorithms to multiple solutions.
Data Min Knowl Discov. 2021;35(4):1393-1434. doi: 10.1007/s10618-020-00731-7. Epub 2021 May 1.
Data Min Knowl Discov. 2021.
PMID: 34720675
Free PMC article.
A greedy feature selection algorithm for Big Data of high dimensionality.
Tsamardinos I, Borboudakis G, Katsogridakis P, Pratikakis P, Christophides V.
Tsamardinos I, et al. Among authors: borboudakis g.
Mach Learn. 2019;108(2):149-202. doi: 10.1007/s10994-018-5748-7. Epub 2018 Aug 7.
Mach Learn. 2019.
PMID: 30906113
Free PMC article.
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Bootstrapping the out-of-sample predictions for efficient and accurate cross-validation.
Tsamardinos I, Greasidou E, Borboudakis G.
Tsamardinos I, et al. Among authors: borboudakis g.
Mach Learn. 2018;107(12):1895-1922. doi: 10.1007/s10994-018-5714-4. Epub 2018 May 9.
Mach Learn. 2018.
PMID: 30393425
Free PMC article.
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Just Add Data: automated predictive modeling for knowledge discovery and feature selection.
Tsamardinos I, Charonyktakis P, Papoutsoglou G, Borboudakis G, Lakiotaki K, Zenklusen JC, Juhl H, Chatzaki E, Lagani V.
Tsamardinos I, et al. Among authors: borboudakis g.
NPJ Precis Oncol. 2022 Jun 16;6(1):38. doi: 10.1038/s41698-022-00274-8.
NPJ Precis Oncol. 2022.
PMID: 35710826
Free PMC article.
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Constraint-based causal discovery with mixed data.
Tsagris M, Borboudakis G, Lagani V, Tsamardinos I.
Tsagris M, et al. Among authors: borboudakis g.
Int J Data Sci Anal. 2018;6(1):19-30. doi: 10.1007/s41060-018-0097-y. Epub 2018 Feb 2.
Int J Data Sci Anal. 2018.
PMID: 30957008
Free PMC article.
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A data driven approach reveals disease similarity on a molecular level.
Lakiotaki K, Georgakopoulos G, Castanas E, Røe OD, Borboudakis G, Tsamardinos I.
Lakiotaki K, et al. Among authors: borboudakis g.
NPJ Syst Biol Appl. 2019 Oct 25;5:39. doi: 10.1038/s41540-019-0117-0. eCollection 2019.
NPJ Syst Biol Appl. 2019.
PMID: 31666984
Free PMC article.
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A community computational challenge to predict the activity of pairs of compounds.
Bansal M, Yang J, Karan C, Menden MP, Costello JC, Tang H, Xiao G, Li Y, Allen J, Zhong R, Chen B, Kim M, Wang T, Heiser LM, Realubit R, Mattioli M, Alvarez MJ, Shen Y; NCI-DREAM Community; Gallahan D, Singer D, Saez-Rodriguez J, Xie Y, Stolovitzky G, Califano A; NCI-DREAM Community.
Bansal M, et al.
Nat Biotechnol. 2014 Dec;32(12):1213-22. doi: 10.1038/nbt.3052. Epub 2014 Nov 17.
Nat Biotechnol. 2014.
PMID: 25419740
Free PMC article.
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