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Table 10 Comparison of prediction quality ANN (BRM) [8.6.2015–14.6.2015 (data normalized)], with the tested data from the interval [8.6.2015–14.6.2015 (data normalized)]

From: The design of an indirect method for the human presence monitoring in the intelligent building

Number of neurons (−) MSE training (ppm) R testing (−)
10 4.739·10−3 0.92
50 3.550·10−3 0.94
100 2.117·10−3 0.96
150 2.923·10−3 0.95
200 2.819·10−3 0.95
250 3.417·10−3 0.94
300 5.311·10−3 0.91
350 6.680·10−3 0.90
400 2.021·10 −3 0.97
450 4.247·10−3 0.93
500 4.651·10−2 0.59
550 3.580·10−3 0.94
600 2.249·10−3 0.96
650 2.934·10−3 0.95
700 1.649·10−2 0.79
750 2.383·10−3 0.96
800 2.289·10−3 0.96