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. Author manuscript; available in PMC: 2017 Jul 7.
Published in final edited form as: Phys Med Biol. 2016 Jun 8;61(13):4763–4780. doi: 10.1088/0031-9155/61/13/4763

Table 1.

The results of treatment/control group classification using SVM

SVM Input Classification Accuracy
Day2 Day9
Tofts Model Whole tumor Mean KTtrans 43.8% 68.8%
(Mean KTtrans, CV) 50.0% 87.5%
(Mean KTtrans, Kurtosis, Skewness) 31.3% 56.3%
(Mean KTtrans, d1, d2) 43.8% 75.0%
SS Model Whole tumor Mean KStrans 50.0% 68.8%
(Mean KStrans, CV) 62.5% 87.5%
(Mean KStrans, Kurtosis, Skewness) 43.8% 62.5%
(Mean KStrans, d1, d2) 50.0% 56.3%
Mean τi 56.3% 56.3%
(Mean τi, CV) 37.5% 68.8%
(Mean τi, d1, d2) 50.0% 56.3%
BV Mean KS,BVtrans 50.0% 87.5%
(Mean KS,BVtrans, CV) 68.8% 87.5%
(Mean KS,BVtrans, Kurtosis, Skewness) 68.8% 75.0%
(Mean KS,BVtrans, d1, d2) 68.8% 75.0%
Mean τi,BV 43.8% 56.3%
(Mean τi,BV, CV) 43.8% 62.5%
(Mean τi,BV, Kurtosis, Skewness) 37.5% 56.3%
(Mean τi,BV, d1, d2) 56.3% 56.3%