ANN and Fuzzy Logic Based Model to Evaluate Huntington Disease Symptoms

Table 4

Summary of different neural network models and their configuration parameters.

Network	Hidden layer (neurons)	Transfer function	Training function	Number of weight elements	Time delay
FFBP	1 (10)	Log-sigmoid, linear	Gradient descent with adaptive learning rate backpropagation	41	−
FFTD	1 (10)	Tan-sigmoid	Levenberg–Marquardt	101	+
CFBP	1 (10)	Tan-sigmoid	Levenberg–Marquardt	43	−
NARX	1 (10)	Tan-sigmoid	Levenberg–Marquardt	81	+
Elman, RNN	1 (10)	Tan-sigmoid	Levenberg–Marquardt	141	+
GRNN	1 (size of dataset)	Radial basis, linear	Levenberg–Marquardt	800	−