Table 3 The accuracy of activity recognition on the HASC data set through various machine learning models
From: An information-aware visualization for privacy-preserving accelerometer data sharing
Model | 10 (%) | 30 (%) | 50 (%) | Average accuracy (%) |
|---|---|---|---|---|
RF | 95.1348 | 94.4644 | 93.7216 | 94.4403 |
J48 | 89.8845 | 89.2323 | 88.2606 | 89.1258 |
NB | 70.0735 | 70.136 | 69.4085 | 69.8727 |
BN | 84.1267 | 80.5552 | 78.1867 | 80.9562 |
LMT | 91.1271 | 91.2667 | 90.4179 | 90.9372 |
MP | 92.6671 | 90.1427 | 88.3929 | 90.4009 |
IB3 | 94.5747 | 93.0932 | 92.5717 | 93.4616 |
Logistic | 87.9769 | 85.5513 | 83.8274 | 85.7852 |
RN | 78.4389 | 77.7565 | 75.7513 | 77.3157 |
DT | 78.3514 | 79.583 | 78.0883 | 78.6742 |