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Zero-determinant strategy in stochastic Stackelberg asymmetric security game
Zhaoyang Cheng1,2, Guanpu Chen3, Yiguang Hong4,5
1Key Laboratory of Systems and Control, Academy of Mathematics and Systems Science, Beijing, 100190, China.
This study introduces the zero-determinate (ZD) strategy for defenders facing boundedly rational attackers in security games. The ZD strategy offers improved defensive performance against stubborn attackers compared to the strong Stackelberg equilibrium (SSE) strategy.
Area of Science:
- Game Theory
- Artificial Intelligence
- Cybersecurity
Background:
- The strong Stackelberg equilibrium (SSE) is a common defender strategy in asymmetric security games.
- Attackers may exhibit bounded rationality, deviating from purely optimal strategies.
- Existing SSE strategies may falter against such boundedly rational or stubborn attackers.
Purpose of the Study:
- To introduce and analyze the unilateral-control zero-determinate (ZD) strategy for defenders.
- To evaluate the performance of the ZD strategy against boundedly rational attackers.
- To compare the ZD strategy's effectiveness against the SSE strategy.
Main Methods:
- Verification of the existence of ZD strategies for the defender.
- Comparative analysis of ZD and SSE strategies against a mixed best response (BR) and stubborn attacker strategy.
- Mathematical modeling of stochastic Stackelberg asymmetric security games.
Main Results:
- The existence of ZD strategies for the defender is confirmed.
- The ZD strategy demonstrates bounded loss compared to SSE when the attacker's strategy is near the BR strategy.
- The ZD strategy outperforms SSE when the attacker's strategy is closer to a stubborn approach.
Conclusions:
- The ZD strategy provides a robust defense against boundedly rational attackers in security games.
- ZD offers a viable alternative to SSE, particularly when attacker behavior deviates significantly from pure best response.
- This research contributes to developing more adaptive and effective defense mechanisms in security game theory.
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