Implementing Machine Learning in Radiology Practice and Research.

@article{Kohli2017ImplementingML,
  title={Implementing Machine Learning in Radiology Practice and Research.},
  author={Marc D. Kohli and Luciano M. Prevedello and Ross W. Filice and J. Raymond Geis},
  journal={AJR. American journal of roentgenology},
  year={2017},
  volume={208 4},
  pages={754-760}
}
OBJECTIVE The purposes of this article are to describe concepts that radiologists should understand to evaluate machine learning projects, including common algorithms, supervised as opposed to unsupervised techniques, statistical pitfalls, and data considerations for training and evaluation, and to briefly describe ethical dilemmas and legal risk. CONCLUSION Machine learning includes a broad class of computer programs that improve with experience. The complexity of creating, training, and… CONTINUE READING

From This Paper

Figures, tables, and topics from this paper.

Citations

Publications citing this paper.
Showing 1-10 of 17 extracted citations

An introduction and overview of machine learning in neurosurgical care

Acta Neurochirurgica • 2017
View 4 Excerpts
Highly Influenced

Machine Learning-based Texture Analysis of Contrast-enhanced MR Imaging to Differentiate between Glioblastoma and Primary Central Nervous System Lymphoma.

Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine • 2018

References

Publications referenced by this paper.
Showing 1-10 of 18 references

Cluster failure: Why fMRI inferences for spatial extent have inflated false-positive rates.

Proceedings of the National Academy of Sciences of the United States of America • 2016
View 1 Excerpt

In two moves, AlphaGo and Lee Sedol redefined the future

C. Metz
Wired www.wired.com/2016/03/ two-moves-alphago-lee-sedol-redefined-future. March 16, • 2016
View 1 Excerpt

Machine learning algorithm cheat sheet for Microsoft Azure machine learning studio

G Ericson, L Franks, CJ Gronlund, B. Rohrer
Microsoft Azure website. azure.microsoft.com/en-us/documentation/ articles/machine-learning-algorithm-cheat-sheet. December • 2016
View 1 Excerpt

Progress in Fully Automated Abdominal CT Interpretation.

AJR. American journal of roentgenology • 2016
View 1 Excerpt

Similar Papers

Loading similar papers…