Research Article

[Retracted] Research on Behavior Monitoring of Elderly Living Alone Based on Wearable Devices and Sensing Technology

Table 3

Optimal combination of multimodal sensors.

Data setModelSensor combinationNumber of hidden layer nodes

MHEALTHMultiAL, AR, C, GL234
StandAR61
SitAR, AL, GL63
LieAL, C21
WalkAL, GL112
PAMAP2MultiAAcc1, AAcc2, AMag, CAcc2, CAcc1, GMag286
StandAAcc1, AAcc2, AMag, CAcc1, CAcc2, CMag21
SitAAcc1, AAcc2, AMag103
LieCMag306
WalkAAcc2, AAcc1, CAcc2, AGyro, CAcc1, AMag126