Table 2 Comparison of learning quality ANN (LMA), [1.6.2015–30.6.2015 (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 | 0:02:19 | 1.155 × 10−4 | 0.804 |
50 | 0:03:29 | 7.762 × 10−4 | 0.874 |
100 | 0:22:47 | 5.557 × 10−4 | 0.910 |
150 | 0:09:36 | 5.325 × 10−4 | 0.917 |
200 | 0:23:09 | 4.207 × 10−4 | 0.932 |
250 | 1:06:52 | 3.256 × 10−4 | 0.940 |
300 | 0:15:00 | 4.850 × 10−4 | 0.918 |
350 | 0:25:13 | 3.338 × 10−4 | 0.944 |
400 | 0:43:13 | 2.427 × 10−4 | 0.963 |
450 | 0:47:44 | 2.392 × 10−4 | 0.96 |
500 | 1:05:09 | 2.317 × 10−4 | 0.963 |
550 | 0:43:11 | 2.713 × 10−4 | 0.958 |
600 | 1:20:51 | 2.176 × 10−4 | 0.967 |
650 | 0:56:27 | 2.477 × 10−4 | 0.96 |
700 | 1:03:49 | 2.793 × 10−4 | 0.959 |