10.1148/rg.2017160130
Crossref journal-article
Radiological Society of North America (RSNA)
RadioGraphics (1577)
Bibliography

Erickson, B. J., Korfiatis, P., Akkus, Z., & Kline, T. L. (2017). Machine Learning for Medical Imaging. RadioGraphics, 37(2), 505–515.

Authors 4
  1. Bradley J. Erickson (first)
  2. Panagiotis Korfiatis (additional)
  3. Zeynettin Akkus (additional)
  4. Timothy L. Kline (additional)
References 59 Referenced 1,212
  1. 10.1148/radiol.2302021489
  2. 10.1097/RTI.0b013e31815842a9
  3. 10.1109/TBME.2007.909544
  4. 10.1016/j.giec.2010.02.004
  5. 10.1016/j.compmedimag.2007.02.011
  6. 10.1118/1.597428
  7. 10.1088/0031-9155/58/13/R97
  8. 10.1126/science.1152876
  9. 10.1016/j.neurobiolaging.2006.11.010
  10. 10.1016/j.neuroimage.2008.05.065
  11. {'key': 'r12', 'first-page': '792079', 'volume': '2012', 'author': 'Suzuki K', 'year': '2012', 'journal-title': 'Int J Biomed Imaging'} / Int J Biomed Imaging by Suzuki K (2012)
  12. 10.1016/j.clinimag.2012.09.024
  13. 10.1016/S0933-3657(01)00077-X
  14. 10.1017/CBO9780511973000
  15. 10.1017/CBO9780511801389
  16. 10.1007/BF00116251
  17. Seber GAF, Lee AJ. Linear regression analysis. 2nd ed. New York, NY: Wiley, 2012.
  18. 10.1002/0471722146
  19. 10.1145/1102351.1102418
  20. 10.1016/j.patcog.2005.09.004
  21. 10.1023/A:1010933404324
  22. 10.1016/0893-6080(89)90020-8
  23. 10.1109/3477.764879
  24. 10.1109/34.1000236
  25. Dueck D, Frey BJ. Non-metric affinity propagation for unsupervised image categorization. IEEE 11th International Conference on Computer Vision. New York, NY: Institute of Electrical and Electronics Engineers, 2007;1–8. (10.1109/ICCV.2007.4408853)
  26. 10.1007/BF02289588
  27. 10.1016/j.datak.2006.01.013
  28. 10.1109/34.730550
  29. Chellappa R, Jain AK. Markov random fields: theory and application. Boston, Mass: Academic Press, 1993.
  30. 10.1080/01969727308546046
  31. 10.1016/0098-3004(84)90020-7
  32. Nixon M, Nixon MS, Aguado AS. Feature extraction & image processing for computer vision. London, England: Academic Press, 2012.
  33. Wang Y, Yuhang W. Spatial feature extraction algorithms (master’s thesis). Hanover, NH: Dartmouth College, 2005.
  34. 10.1118/1.3284974
  35. 10.1093/bioinformatics/btm344
  36. 10.1007/978-1-4614-6849-3_19
  37. 10.1016/B978-1-55860-377-6.50045-1
  38. 10.1214/09-SS054
  39. 10.1007/3-540-44581-1_28
  40. 10.1109/TIT.1967.1053964
  41. {'issue': '6', 'key': 'r42', 'first-page': '774', 'volume': '24', 'author': 'Vapnik V', 'year': '1963', 'journal-title': 'Autom Remote Control'} / Autom Remote Control by Vapnik V (1963)
  42. {'first-page': '147', 'volume-title': 'Radial basis functions: theory and implementations', 'author': 'Buhmann MD', 'key': 'r43'} / Radial basis functions: theory and implementations by Buhmann MD
  43. 10.1109/ICETET.2010.134
  44. 10.1142/9097
  45. 10.1007/BF00058655
  46. Duda R, Hart P. Pattern classification and scene analysis. New York, NY: Wiley, 1973; 139–143.
  47. {'issue': '3', 'key': 'r48', 'first-page': '385', 'volume': '69', 'author': 'Hand DJ', 'year': '2001', 'journal-title': 'Int Stat Rev'} / Int Stat Rev by Hand DJ (2001)
  48. {'key': 'r49', 'first-page': '2553', 'volume-title': 'Advances in neural information processing systems', 'author': 'Szegedy C', 'year': '2013'} / Advances in neural information processing systems by Szegedy C (2013)
  49. Brosch T. Efficient deep learning of 3D structural brain MRIs for manifold learning and lesion segmentation with application to multiple sclerosis. The University of British Columbia Library website. https://open.library.ubc.ca/collections/ubctheses/24/items/1.0305854. Published 2016. Accessed October 2016.
  50. Abadi M, Agarwal A, Barham P, et al. TensorFlow: large-scale machine learning on heterogeneous distributed systems. Cornell University Library website. http://arxiv.org/abs/1603.04467. Published 2016. Accessed October 2016.
  51. 10.1007/978-3-642-17955-6_20
  52. 10.1007/978-3-642-76153-9_35
  53. Dahl GE, Sainath TN, Hinton GE. Improving deep neural networks for LVCSR using rectified linear units and dropout. 2013 IEEE International Conference on Acoustics, Speech and Signal Processing. New York, NY: Institute of Electrical and Electronics Engineers, 2013. (10.1109/ICASSP.2013.6639346)
  54. 10.1109/29.1641
  55. {'issue': '7', 'key': 'r56', 'first-page': '1929', 'volume': '15', 'author': 'Srivastava N', 'year': '2014', 'journal-title': 'J Mach Learn Res'} / J Mach Learn Res by Srivastava N (2014)
  56. 10.1007/s11263-015-0816-y
  57. 10.1109/5.726791
  58. Szegedy C, Christian S, Wei L, et al. Going deeper with convolutions. 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). New York, NY: Institute of Electrical and Electronics Engineers, 2015.
  59. {'key': 'r60', 'first-page': '1097', 'volume-title': 'Advances in neural information processing systems', 'author': 'Krizhevsky A', 'year': '2012'} / Advances in neural information processing systems by Krizhevsky A (2012)
Dates
Type When
Created 8 years, 6 months ago (Feb. 17, 2017, 8 a.m.)
Deposited 8 years, 1 month ago (June 25, 2017, 2:51 a.m.)
Indexed 41 minutes ago (Aug. 21, 2025, 4:12 a.m.)
Issued 8 years, 5 months ago (March 1, 2017)
Published 8 years, 5 months ago (March 1, 2017)
Published Print 8 years, 5 months ago (March 1, 2017)
Funders 2
  1. National Cancer Institute 10.13039/100000054

    Region: Americas

    gov (National government)

    Labels4
    1. Instituto Nacional del Cáncer
    2. National Cancer Institute at the National Institutes of Health
    3. Instituto Nacional del Cáncer de los Institutos Nacionales de la Salud
    4. NCI
    Awards2
    1. DK90728
    2. CA160045
  2. PKD Foundation 10.13039/100001296

    Region: Americas

    gov (Trusts, charities, foundations (both public and private))

    Labels3
    1. Fundación PKD
    2. PKD Research Foundation
    3. PKDF
    Awards1
    1. 206g16a

@article{Erickson_2017, title={Machine Learning for Medical Imaging}, volume={37}, ISSN={1527-1323}, url={http://dx.doi.org/10.1148/rg.2017160130}, DOI={10.1148/rg.2017160130}, number={2}, journal={RadioGraphics}, publisher={Radiological Society of North America (RSNA)}, author={Erickson, Bradley J. and Korfiatis, Panagiotis and Akkus, Zeynettin and Kline, Timothy L.}, year={2017}, month=mar, pages={505–515} }