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Table 2 Comparison of prediction quality ANN (BRM) [1.6.2015–28.6.2015 (data normalized)], with the tested data from the interval [1.6.2015–28.6.2015 (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 8.691·10−3 0.61
50 3.516·10−3 0.86
100 2.935·10−3 0.89
150 1.989·10−3 0.93
200 2.467·10−3 0.91
250 2.072·10−3 0.92
300 4.300·10−3 0.85
350 1.894·10−3 0.93
400 2.692·10−3 0.90
450 1.693·10−3 0.94
500 1.640·10−3 0.94
550 1.893·10−3 0.93
600 3.178·10−3 0.89
650 2.181·10−3 0.92
700 3.397·10−3 0.88
750 1.990·10−3 0.93
800 1.798·10−3 0.93