Table 1 Overall performance in \(\texttt {CV}\)
From: Cognitive biomarker prioritization in Alzheimer’s Disease using brain morphometric data
Method | Parameters | Feature level | Task level | ||||||
|---|---|---|---|---|---|---|---|---|---|
d | \(\lambda\) | QH@5 | WQH@5 | NH\(_1@1\) | NH\(_{2}@1\) | NH\(_{3}@1\) | NH\(_{5}@1\) | NH\(_{\text {all}}@1\) | |
\({\mathtt {PLTR}}\) | 10 | – | \(\underline{\textit{2.665}}\pm 0.07\) | \(3.136\pm 0.12\) | \(0.605\pm 0.03\) | \(0.701\pm 0.04\) | \(0.713\pm 0.05\) | \(0.725\pm 0.05\) | \(0.683\pm 0.04\) |
10 | – | \(2.647\pm 0.08\) | \(\underline{\textit{3.191}}\pm 0.14\) | \(0.599\pm 0.03\) | \(0.677\pm 0.04\) | \(0.707\pm 0.04\) | \(0.725\pm 0.05\) | \(0.677\pm 0.04\) | |
10 | – | \(2.569\pm 0.08\) | \(2.957\pm 0.11\) | \(\textit{0.635}{\pm 0.03}\) | \(0.707\pm 0.04\) | \(0.689\pm 0.05\) | \(0.719\pm 0.04\) | \(0.653\pm 0.04\) | |
10 | – | \(2.623\pm 0.06\) | \(3.073\pm 0.09\) | \(0.623\pm 0.03\) | \(\underline{\textit{0.713}}\pm 0.05\) | \(0.707\pm 0.04\) | \(0.719\pm 0.04\) | \(0.671\pm 0.04\) | |
50 | – | \(2.467\pm 0.07\) | \(2.992\pm 0.11\) | \(0.605\pm 0.03\) | \(0.695\pm 0.04\) | \(\textit{0.725}\pm 0.06\) | \(0.725\pm 0.04\) | \(0.653\pm 0.04\) | |
30 | – | \(2.491\pm 0.07\) | \(3.080\pm 0.14\) | \(0.563\pm 0.04\) | \(0.689\pm 0.05\) | \(0.713\pm 0.04\) | \(\textit{0.749}\pm 0.04\) | \(\textit{0.689}\pm 0.03\) | |
\({\mathtt {PLTR_h}}\) | 10 | – | 2.599 ± 0.09 | 3.111 ± 0.12 | 0.623 ± 0.02 | 0.671 ± 0.03 | 0.713 ± 0.03 | 0.719 ± 0.04 | 0.707 ± 0.03 |
10 | – | \(2.575\pm 0.08\) | 3.115 ± 0.13 | 0.623 ± 0.03 | 0.677 ± 0.03 | 0.737 ± 0.04 | 0.749 ± 0.03 | 0.695 ± 0.03 | |
10 | – | \(2.419\pm 0.09\) | \(2.827\pm 0.12\) | \(\underline{\textit{0.647}}\) ± 0.03 | 0.695 ± 0.03 | 0.671 ± 0.03 | 0.707 ± 0.03 | 0.635 ± 0.03 | |
30 | – | \(2.138\pm 0.10\) | \(2.583\pm 0.18\) | \(0.629\pm 0.02\) | \(\textit{0.701}\pm 0.02\) | 0.695 ± 0.03 | 0.695 ± 0.04 | 0.593 ± 0.05 | |
50 | – | \(2.102\pm 0.07\) | \(2.470\pm 0.10\) | \(0.533\pm 0.03\) | \(0.677\pm 0.03\) | \(\underline{\textit{0.743}}\) ± 0.04 | 0.754 ± 0.03 | 0.629 ± 0.05 | |
30 | – | \(2.281\pm 0.07\) | \(2.768\pm 0.18\) | \(0.563\pm 0.03\) | \(0.689\pm 0.03\) | 0.707 ± 0.04 | \(\textit{0.760}\) ± 0.05 | 0.701 ± 0.05 | |
\({\mathtt {KRL}}\) | – | 2 | 2.102 ± 0.26 | 2.167 ± 0.37 | 0.569 ± 0.03 | 0.611 ± 0.05 | 0.635 ± 0.04 | 0.683 ± 0.03 | 0.689 ± 0.07 |
– | 1.5 | 2.078 ± 0.15 | 2.143 ± 0.25 | 0.503 ± 0.04 | 0.575 ± 0.05 | 0.617 ± 0.05 | 0.677 ± 0.04 | \(\underline{\textit{0.760}}\) ± 0.06 | |
\({\mathtt {BMTMKL}}\) | – | – | 2.443 ± 0.12 | 2.614 ± 0.20 | 0.413 ± 0.07 | 0.491 ± 0.08 | 0.593 ± 0.05 | \(\underline{\textit{0.784}}\) ± 0.05 | 0.749 ± 0.05 |