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Review
. 2019 Jul 12:17:995-1008.
doi: 10.1016/j.csbj.2019.07.001. eCollection 2019.

Radiomics and Artificial Intelligence for Biomarker and Prediction Model Development in Oncology

Reza Forghani  1   2   3   4   5 , Peter Savadjiev  1   6 , Avishek Chatterjee  7 , Nikesh Muthukrishnan  2   3 , Caroline Reinhold  1   2 , Behzad Forghani  1   4
Affiliations
Review

Radiomics and Artificial Intelligence for Biomarker and Prediction Model Development in Oncology

Reza Forghani et al. Comput Struct Biotechnol J. .

Abstract

Unlabelled Image.

Keywords: Artificial intelligence; Biomarker; Machine learning; Precision oncology; Radiomics; Texture analysis.

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Figures

Unlabelled Image
Graphical abstract
Fig. 1
Fig. 1
Google trends data for machine learning algorithms between 2008 and 2018.
Fig. 2
Fig. 2
Support vector machine example.
Fig. 3
Fig. 3
Non-linearly separable data transformed to higher dimension.
Fig. 4
Fig. 4
Random Forests example of decision tree ML classification.
Fig. 5
Fig. 5
Neural network example.
Fig. 6
Fig. 6
Example of a convolutional neural network.
See this image and copyright information in PMC

References

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