Estimation of neural network model parameters from local field potentials (LFPs)
Fig 9
Parameter estimation errors for a single versus multiple CNNs.
Comparison of the parameter estimation error orange, when (i) a single CNN is trained to optimise all three parameters η, g and J simultaneously (combined predictions) orange, with (ii) three CNNs each trained to estimate a single parameter (single predictions). All parameters were rescaled to the interval [0, 1]. The bias and standard deviation of the estimators are listed in Table 8.