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Towards an Iterated Game Model with Multiple Adversaries in Smart-World Systems.
Xiaofei He1, Xinyu Yang2, Wei Yu3
1Department of Computer Science and Technology, Xi'an Jiaotong University, Xi'an 710049, China. hexiaofei@stu.xjtu.edu.cn.
This study introduces a game-theory model to defend smart-world systems against cooperative cyber-attacks. The model helps defenders reduce adversary payoffs by implementing effective penalties and encouraging competition.
Area of Science:
- Cybersecurity
- Game Theory
- Smart Systems
Background:
- Smart-world systems (e.g., smart cities) face diverse cyber-attacks.
- Existing defenses often target single threats, not cooperative attacks.
- Coalitional attacks by multiple adversaries pose a significant challenge.
Purpose of the Study:
- To propose a game-theory based model for understanding and defending against coalitional cyber-attacks.
- To quantify defender capacity using the extended Iterated Public Goods Game (IPGG) model.
- To analyze adversary strategies and develop effective defense mechanisms.
Main Methods:
- Formalized a game model capturing interactions between multiple adversaries.
- Incorporated a defender strategy with a probability of detecting coalitional attacks and penalizing participants.
- Derived expected payoffs using the equalizer strategy and considered collusive strategies.
- Analyzed an extortion strategy within the extended game model.
Main Results:
- The proposed model enables defenders to significantly reduce adversary payoffs by adjusting defensive resources and penalty factors.
- The defender's strategy is effective regardless of adversary strategies (random, win-stay-lose-shift, equalizer).
- Encouraging competition among adversaries effectively combats extortion strategies and suppresses total adversary payoffs.
Conclusions:
- A game-theory approach, specifically the IPGG model, provides a robust framework for defending smart-world systems against sophisticated cyber-attacks.
- Strategic implementation of penalties and fostering inter-adversary competition are key to mitigating threats and ensuring the security of IoT-enabled systems.
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