Table 7 Wilcoxon signed-rank statistical analysis.

From: A novel interpreted deep network for Alzheimer’s disease prediction based on inverted self attention and vision transformer

Classifiers

Proposed ViT

Proposed IRBwSA

Proposed fusion

SWNN \(({{\varvec{\tau}}}_{{\varvec{H}}})\)

93.9

85.6

96.1

TNN \(({{\varvec{\tau}}}_{{\varvec{L}}})\)

90.4

80.6

92.8

\({{\varvec{C}}}_{{\varvec{d}}{\varvec{i}}{\varvec{f}}{\varvec{f}}}=({{\varvec{\tau}}}_{{\varvec{H}}}-{{\varvec{\tau}}}_{{\varvec{L}}})\)

3.5

5.0

3.3

\({|{\varvec{C}}}_{{\varvec{d}}{\varvec{i}}{\varvec{f}}{\varvec{f}}}|\)

3.5

5.0

3.3

\({{\varvec{\psi}}}_{{\varvec{R}}{\varvec{a}}{\varvec{n}}{\varvec{k}}{\varvec{i}}{\varvec{n}}{\varvec{g}}}\)

2nd

3rd

1st