Algorithm 1: Method of finding the top-ranked node in discriminating 3-level ASD subtypes and NC using mean value of PSD. |
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1.
Input data = matrix ()
m = 36 (number of subjects), n = 4 (number of group)
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2.
BOLD signals =
t = time points, = node number (j = 1, 2, …, 116)
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3.
PSD = estimate PSD for each BOLD signal
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4.
= normalize and determine the average of the PSD values
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5.
= cluster the outcome of (4) into matrix ()
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6.
p-value = run ANOVA test for each cluster ()
While j ≤ 116 repeat step 6
If p-value ≤ 0.05
save p-value at T
else T = empty
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7.
F = Find top-ranked node based on T-index
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