Management Method Evaluation for Innovation and Entrepreneurship in College with Multi-Scale Feature Convolutional Network

Figures & data

Figure 1. The structure of inception.

Figure 2. Improved inception.

Figure 3. The pipeline of MSCNN.

Figure 4. Improved MSCNN.

Figure 5. The structure of MSM.

Table 1. The feature of innovation and entrepreneurship management.

Feature	Meaning
$x_1$	School-enterprise cooperation
$x_2$	Governmental support
$x_3$	College investment
$x_4$	Mechanism guarantee
$x_5$	Entrepreneurial atmosphere
$x_6$	Hardware facilities
$x_7$	Curriculum structure
$x_8$	Teacher construction
$x_9$	Student evaluation
$x_{10}$	Innovative achievement

Table 2. The experimental environment.

Name	Parameter
Operating system	Ubuntu 18.04
CPU	Intel Core i7
Memory	32GB
Deep learning framework	Pytorch 1.6

Figure 6. The training loss.

Figure 7. The training accuracy.

Table 3. Comparison of MSCNN with others.

Method	Acc	Rec
SVM	85.5	82.9
BP	87.3	85.9
DNN	91.6	89.5
CNN	94.1	92.1
MSCNN	96.7	94.5

Figure 8. Evaluation on multi-scale feature.

Figure 9. Evaluation on LReLU.

Figure 10. Evaluation on HE weight initialization.

Table 4. Evaluation on improved inception.

Method	Acc	Rec
Inception	95.6	93.6
Improved Inception	96.7	94.5