Design and Implementation of University Students Scientific Research Ability Evaluation System Based on Neural Network

Table 2

Comparison of the predicted results of different models with the expected results.

Expected results	Expected output	0.92	0.91	0.87	0.88	0.77	0.93	0.85	0.84
	Expected level	Excellent	Good	Excellent	Good	Excellent	Excellent	Excellent	Good
Gradient descent	Actual output	0.9358	0.6857	0.7584	0.8628	0.7628	0.9225	0.8728	0.8357
	Actual level	Excellent	Good	Excellent	Good	Good	Excellent	Excellent	Good
	Matching? Yes/No	Yes	Yes	Yes	No	Yes	Yes	Yes	Yes
Quasi-Newton method	Expected level	0.8635	0.6837	0.7386	0.8634	0.7658	0.9228	0.9048	0.8672
	Actual output	Excellent	Good	Excellent	Good	Excellent	Good	Excellent	Excellent
	Actual level	Yes	Yes	Yes	No	Yes	Yes	Yes	No
Our algorithm	Expected level	0.9247	0.9124	0.8627	0.8857	0.7735	0.9338	0.8535	0.8446
	Actual output	Excellent	Good	Excellent	Good	Excellent	Excellent	Excellent	Good
	Actual level	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes