Classification of Task-State fMRI Data Based on Circle-EMD and Machine Learning

Table 6

Accuracy results of extracted fMRI signals by using different machine learning algorithms.

Experiment number	Logistic regression		SVM		Deep learning
	Original	All IMFs	Original	All IMFs	Original	All IMFs
1	0.667	0.750	0.708	0.708	0.833	0.875
2	0.667	0.708	0.667	0.708	0.792	0.875
3	0.625	0.667	0.708	0.708	0.708	0.833
4	0.667	0.708	0.583	0.625	0.667	0.792
5	0.667	0.625	0.583	0.542	0.750	0.750
6	0.708	0.708	0.625	0.667	0.750	0.792
7	0.708	0.667	0.583	0.583	0.792	0.833
8	0.667	0.667	0.542	0.583	0.542	0.708
9	0.708	0.750	0.625	0.667	0.750	0.833
10	0.750	0.750	0.750	0.750	0.750	0.833
Average	0.683	0.700	0.638	0.654	0.733	0.812