Table 6 PAMAP2 and MHEALTH to PD cross-testing binary accuracy and F1 Scores with Domain Adaptation
Base Model | O’Halloran [13] | Wan [14] | Burns [15] | Kalouris [17] | Yatbaz [18] | Rueda [19] | ||
|---|---|---|---|---|---|---|---|---|
\(\begin{array}{l}\hbox {Source: P2 Aug} \\ \hbox {Target: PD Reorient}\end{array}\) | \(\begin{array}{l}40.01\\ (6.06)\end{array}\) | \(\begin{array}{l}62.45\\ (21.43)\end{array}\) | \(\begin{array}{l}64.83\\ (43.65)\end{array}\) | \(\begin{array}{l}66.67\\ (44.62)\end{array}\) | \(\begin{array}{l}70.19\\ (45.18)\end{array}\) | \(\begin{array}{l}73.02\\ (49.79)\end{array}\) | \(\begin{array}{l}69.79\\ (44.08)\end{array}\) | \(\begin{array}{l}67.02\\ (0.04)\end{array}\) |
\(\begin{array}{l}\hbox {Source: MH Aug} \\ \hbox {Target: PD Reorient}\end{array}\) | \(\begin{array}{l}61.89\\ (19.99)\end{array}\) | \(\begin{array}{l}69.10\\ (37.49)\end{array}\) | \(\begin{array}{l}63.35\\ (24.13)\end{array}\) | \(\begin{array}{l}67.49\\ (20.16)\end{array}\) | \(\begin{array}{l}57.00\\ (19.58)\end{array}\) | \(\begin{array}{l}62.80\\ (29.35)\end{array}\) | \(\begin{array}{l}66.23\\ (34.01)\end{array}\) | \(\begin{array}{l}68.09\\ (3.97)\end{array}\) |