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Current progress and open challenges for applying deep learning across the biosciences.
Sapoval N, Aghazadeh A, Nute MG, Antunes DA, Balaji A, Baraniuk R, Barberan CJ, Dannenfelser R, Dun C, Edrisi M, Elworth RAL, Kille B, Kyrillidis A, Nakhleh L, Wolfe CR, Yan Z, Yao V, Treangen TJ. Sapoval N, et al. Nat Commun. 2022 Apr 1;13(1):1728. doi: 10.1038/s41467-022-29268-7. Nat Commun. 2022. PMID: 35365602 Free PMC article. Review.
Minipatch Learning as Implicit Ridge-Like Regularization.
Yao T, LeJeune D, Javadi H, Baraniuk RG, Allen GI. Yao T, et al. Among authors: baraniuk rg. Int Conf Big Data Smart Comput. 2021 Jan;2021:10.1109/bigcomp51126.2021.00021. doi: 10.1109/bigcomp51126.2021.00021. Epub 2021 Mar 10. Int Conf Big Data Smart Comput. 2021. PMID: 34746376 Free PMC article.
The science of deep learning.
Baraniuk R, Donoho D, Gavish M. Baraniuk R, et al. Proc Natl Acad Sci U S A. 2020 Dec 1;117(48):30029-30032. doi: 10.1073/pnas.2020596117. Epub 2020 Nov 23. Proc Natl Acad Sci U S A. 2020. PMID: 33229565 Free PMC article. No abstract available.
Universal microbial diagnostics using random DNA probes.
Aghazadeh A, Lin AY, Sheikh MA, Chen AL, Atkins LM, Johnson CL, Petrosino JF, Drezek RA, Baraniuk RG. Aghazadeh A, et al. Among authors: baraniuk rg. Sci Adv. 2016 Sep 28;2(9):e1600025. doi: 10.1126/sciadv.1600025. eCollection 2016 Sep. Sci Adv. 2016. PMID: 27704040 Free PMC article.
Multi-task network for automated analysis of high-resolution endomicroscopy images to detect cervical precancer and cancer.
Brenes D, Barberan CJ, Hunt B, Parra SG, Salcedo MP, Possati-Resende JC, Cremer ML, Castle PE, Fregnani JHTG, Maza M, Schmeler KM, Baraniuk R, Richards-Kortum R. Brenes D, et al. Comput Med Imaging Graph. 2022 Apr;97:102052. doi: 10.1016/j.compmedimag.2022.102052. Epub 2022 Feb 26. Comput Med Imaging Graph. 2022. PMID: 35299096 Free PMC article.
41 results