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Table 1 Effect of correlated inputs

From: Stochastic analysis of neural network modeling and identification of nonlinear memoryless MIMO systems

 

ρ=0

ρ=0.6

ρ=0.9

ρ=0.99

ρ=0.999

ρ=1 (same input)

E(U(n)), for n=2 × 105

1.228 0.0000 0.0004 1.066

1.2245 0.0004 0.001 1.1331

1.23 0.001 0.0025 1.12

1.24 0.019 0.023 1.08

0.324 1.07 1.002 0.03

0.023 1.24 1.14 0.15

MSE(n)

10-4

1.25 10-4

1.5 10-4

1.75 10-4

9 10-4

1.7 10-4