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Machine learning and modeling: Data, validation, communication challenges.
El Naqa I, Ruan D, Valdes G, Dekker A, McNutt T, Ge Y, Wu QJ, Oh JH, Thor M, Smith W, Rao A, Fuller C, Xiao Y, Manion F, Schipper M, Mayo C, Moran JM, Ten Haken R. El Naqa I, et al. Med Phys. 2018 Oct;45(10):e834-e840. doi: 10.1002/mp.12811. Epub 2018 Aug 24. Med Phys. 2018. PMID: 30144098 Free PMC article.
A Bayesian network approach for modeling local failure in lung cancer.
Oh JH, Craft J, Al Lozi R, Vaidya M, Meng Y, Deasy JO, Bradley JD, El Naqa I. Oh JH, et al. Among authors: el naqa i. Phys Med Biol. 2011 Mar 21;56(6):1635-51. doi: 10.1088/0031-9155/56/6/008. Epub 2011 Feb 18. Phys Med Biol. 2011. PMID: 21335651 Free PMC article.
Radiogenomics and radiotherapy response modeling.
El Naqa I, Kerns SL, Coates J, Luo Y, Speers C, West CML, Rosenstein BS, Ten Haken RK. El Naqa I, et al. Phys Med Biol. 2017 Aug 1;62(16):R179-R206. doi: 10.1088/1361-6560/aa7c55. Phys Med Biol. 2017. PMID: 28657906 Free PMC article. Review.
The big data effort in radiation oncology: Data mining or data farming?
Mayo CS, Kessler ML, Eisbruch A, Weyburne G, Feng M, Hayman JA, Jolly S, El Naqa I, Moran JM, Matuszak MM, Anderson CJ, Holevinski LP, McShan DL, Merkel SM, Machnak SL, Lawrence TS, Ten Haken RK. Mayo CS, et al. Among authors: el naqa i. Adv Radiat Oncol. 2016 Oct 13;1(4):260-271. doi: 10.1016/j.adro.2016.10.001. eCollection 2016 Oct-Dec. Adv Radiat Oncol. 2016. PMID: 28740896 Free PMC article. Review.
231 results