Research Article
Network Security Defense Decision-Making Method Based on Stochastic Game and Deep Reinforcement Learning
Table 3
Comparison between the method in this article and the typical methods.
| References | Theory | Game type | Game information | Behavioral rationality | Transition probability | Equilibrium solution | Accuracy | Versatility |
| [8] | Stochastic game | Static | Complete information | Completely rational | Fixed value | Simple | Poor | Poor | [9] | Stochastic evolutionary game | Dynamic | Incomplete information | Bounded rationality | Dynamic changes | Detailed | Good | Good | [28] | Stochastic game + reinforcement learning | Dynamic | Incomplete information | Bounded rationality | Dynamic changes | Detailed | Good | Good | Our method | Stochastic game + deep reinforcement learning | Dynamic | Incomplete information | Bounded rationality | Dynamic changes | Detailed | Better | Better |
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