Table 2.

Summary of Neural Network analyses.

Chronic Disease	Input	Output	Training	Testing	Hidden Layers	Nodes	Accuracy	Top 3 Predictor Importance
Data Size 2907
Heart Attack	10	1	50	50	1	Auto 5	95.0	age, work, fruit
	10	1	70	30	1	Auto 2	96.0	age, vegetable, work
	10	1	60	40	1	Auto 3	95.1	age, fruit, alcohol
	10	1	50	50	2	(3,8)	95.0	age, vegetable, income
	10	1	50	50	1	6	95.0	age, fruit, sugar
	10	1	50	50	2	(4,5)	95.0	age, sugar, work
Stroke	10	1	50	50	1	Auto 1	96.8	Marital, sugar, fruit
	10	1	70	30	1	Auto 4	97.6	Age, work sugar
	10	1	60	40	1	Auto 2	96.6	Age, marital, sugar
	10	1	50	50	1	9	96.8	Sugar, work, fruit
	10	1	50	50	2	(2,9)	96.8	Age, work alcohol
	10	1	50	50	2	(9,9)	96.8	Smoke, fruit, work
	10	1	50	50	2	(3,3)	96.8	Age, work, income
Data Size 550
Stroke	10	1	50	50	1	Auto 2	89.0	Work, marital fruit
	10	1	70	30	1	Auto 2	89.1	Vegetable, marital, work
	10	1	60	40	1	Auto 3	87.7	Age, marital, work
	10	1	50	50	1	9	85.1	Fruit, vegetable, sugar
	10	1	50	50	2	(3,3)	86.8	Work, vegetable, income