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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
  1. Underlined values indicate the best accuracy result achieved by a certain model among all available models