An Improved Artificial Neural Network Model for Effective Diabetes Prediction

Table 3

The performance analysis of the ABP-SCGNN model compared with standard ANNs models using an MSE measure.

Algorithms	Training MSE rate			Validation MSE Rate
	5 neurons	20 neurons	40 neurons	5 neurons	20 neurons	40 neurons
Multilayer perceptron	2.59E−03	1.99E−03	1.55E−03	2.61E−03	2.29E−03	2.13E−03
Bayesian regularized	4.17E−1	3.8E−1	3.54E−01	4.03E−01	3.96E−01	3.63E−01
Proposed ABP-SCGNN	2.6286−e3	2.3071E−3	1.6265E−3	2.381E−03	2.190E−03	2.054E−03