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Table 6 Comparison of prediction quality ANN (BRM) [1.2.2015–28.2.2015 (data normalized)], with the tested data from the interval [1.2.2015–28.2.2015 (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 4.946·10−3 0.55
50 2.179·10−3 0.83
100 1.706·10−3 0.87
150 1.708·10−3 0.87
200 1.426·10−3 0.89
250 1.316·10−3 0.90
300 1.410·10−3 0.89
350 1.209·10−3 0.91
400 1.240·10−3 0.91
450 1.147·10−3 0.91
500 1.204·10−3 0.91
550 1.287·10−3 0.90
600 1.017·10 −3 0.93
650 1.137·10−3 0.92
700 1.269·10−3 0.91
750 1.134·10−3 0.92
800 1.555·10−3 0.89