Intelligent Systems Developed for the Early Detection of Chronic Kidney Disease

Table 5

The best settings of network parameters for back-propagation network model.

Network parameters	Model FA	Model FB
Learning rule	Levenberg-Marquar	LevenbergMarquar
Transformation functions	Tanh Axon	Sigmoid Axon
No. of hiding layer	2	2
No. of neurons in hiding layer	5	8
Criterion for termination	MSEmin: 0.0001	MSEmin: 0.0001
	Epochsmax: 3000	Epochsmax: 3000
Methods for weight update	Batch	Batch