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Table 4 Comparison of learning quality ANN (LMA) [1.2.2014–27.2.2014 (data normalized)]

From: Monitoring of the daily living activities in smart home care

Number of neurons (−)

Time t (hh:mm:ss)

MSE training (ppm)

R training (−)

10

0:00:46

2.219 × 10−3

0.79

50

0:06:48

1.183 × 10−3

0.90

100

0:05:24

1.144 × 10−3

0.90

150

0:56:29

7.762 × 10−4

0.93

200

0:24:45

8.406 × 10−4

0.93

250

0:21:47

8.487 × 10−4

0.93

300

0:35:36

7.185 × 10−4

0.94

350

0:45:14

6.739 × 10−4

0.94

400

1:09:55

6.811 × 10−4

0.94

450

1:06:52

7.256 × 10−4

0.94

500

1:32:14

6.188 × 10−4

0.95

550

0:18:42

9.006 × 10−4

0.92

600

1:09:26

6.761 × 10−4

0.94

650

0:31:09

7.525 × 10−4

0.94

700

0:58:46

7.307 × 10−4

0.94