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Table 2 The PAMAP2 to MHEALTH direct cross-testing accuracy results

From: Deep neural networks for wearable sensor-based activity recognition in Parkinson’s disease: investigating generalizability and model complexity

 

Base Model

O’Halloran [13]

Wan [14]

Burns [15]

Chen/Jordao [10, 16]

Kalouris [17]

Yatbaz [18]

Rueda [19]

\(\begin{array}{l}\hbox {Source: P2 Orig} \\ \hbox {Target: MH Orig}\end{array}\)

\(\begin{array}{l}3.14\\ (0.95)\end{array}\)

\(\begin{array}{l}7.28\\ (7.15)\end{array}\)

\(\begin{array}{l}3.71\\ (1.84)\end{array}\)

\(\begin{array}{l}2.93\\ (0.85)\end{array}\)

\(\begin{array}{l}12.87\\ (9.46)\end{array}\)

\(\begin{array}{l}5.85\\ (7.11)\end{array}\)

\(\begin{array}{l}5.85\\ (6.37)\end{array}\)

\(\begin{array}{l}9.71\\ (12.27)\end{array}\)

\(\begin{array}{l}\hbox {Source: P2 Orig} \\ \hbox {Target: MH Reorient}\end{array}\)

\(\begin{array}{l}48.16\\ (43.95)\end{array}\)

\(\begin{array}{l}35.75\\ (34.33)\end{array}\)

\(\begin{array}{l}38.41\\ (36.49)\end{array}\)

\(\begin{array}{l}36.83\\ (35.18)\end{array}\)

\(\begin{array}{l}36.46\\ (33.61)\end{array}\)

\(\begin{array}{l}29.97\\ (27.57)\end{array}\)

\(\begin{array}{l}53.00\\ (50.41)\end{array}\)

\(\begin{array}{l}34.02\\ (25.86)\end{array}\)

\(\begin{array}{l}\hbox {Source: P2 Aug}\\ \hbox {Target: MH Orig} \end{array}\)

\(\begin{array}{l}43.74\\ (41.76)\end{array}\)

\(\begin{array}{l}54.43\\ (52.38)\end{array}\)

\(\begin{array}{l}37.96\\ (40.79)\end{array}\)

\(\begin{array}{l}44.05\\ (43.79)\end{array}\)

\(\begin{array}{l}32.48\\ (30.56)\end{array}\)

\(\begin{array}{l}55.03\\ (53.46)\end{array}\)

\(\begin{array}{l}57.31\\ (53.50)\end{array}\)

\(\begin{array}{l}41.90\\ (42.88)\end{array}\)

\(\begin{array}{l}\hbox {Source: P2 Aug}\\ \hbox { Target: MH Reorient}\end{array}\)

\(\begin{array}{l}87.43\\ (87.33)\end{array}\)

\(\begin{array}{l}73.52\\ (73.29)\end{array}\)

\(\begin{array}{l}72.36\\ (71.27)\end{array}\)

\(\begin{array}{l}77.01\\ (76.12)\end{array}\)

\(\begin{array}{l}68.49\\ (63.91)\end{array}\)

\(\begin{array}{l}74.01\\ (72.86)\end{array}\)

\(\begin{array}{l}82.63\\ (81.67)\end{array}\)

\(\begin{array}{l}79.07\\ (79.16)\end{array}\)

  1. ‘MH Reorient’ refers to MHEALTH with the sensor axes reoriented to match PAMAP2 (the source), and ‘P2 Aug’ refers to augmented PAMAP2 data. The values are shown, with F1 scores presented in parentheses