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Research Article

Analysis of Benefits and Security of China’s Foreign Investment with Artificial Intelligence under the Belt and Road

Article: 2219562 | Received 16 Apr 2023, Accepted 25 May 2023, Published online: 04 Jun 2023

Figures & data

Figure 1. DBN structure.

Figure 1. DBN structure.

Figure 2. RBM structure.

Figure 2. RBM structure.

Figure 3. PSO pipeline.

Figure 3. PSO pipeline.

Figure 4. IPSO-DBN pipeline.

Figure 4. IPSO-DBN pipeline.

Table 1. The characteristic indicators of foreign investment income.

Table 2. The characteristic indicators of foreign investment security risk.

Figure 5. IPSO-DBN training loss.

Figure 5. IPSO-DBN training loss.

Figure 6. Comparison of IPSO-DBN with others.

Figure 6. Comparison of IPSO-DBN with others.

Figure 7. Linear weight decay strategy experiment.

Figure 7. Linear weight decay strategy experiment.

Figure 8. Adaptive learning factor experiment.

Figure 8. Adaptive learning factor experiment.

Figure 9. Random disturbance factor experiment.

Figure 9. Random disturbance factor experiment.

Figure 10. DBN optimization with ipso experiment.

Figure 10. DBN optimization with ipso experiment.

Table 3. Foreign investment income comparison.

Table 4. Foreign investment security risk comparison.