A review of attacker-defender games: Current state and paths forward
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Summary
This summary is machine-generated.This review analyzes attacker-defender games for strategic adversarial threats, summarizing 15 years of research on modeling, solving, and assumptions. It highlights challenges in relaxing assumptions and suggests future research directions for enhanced security.
Area Of Science
- Operations Research
- Game Theory
- Cybersecurity
Background
- Strategic adversarial threats necessitate robust defense mechanisms.
- Attacker-defender games provide a framework for modeling security scenarios.
- Existing literature offers diverse approaches to game formulation and solution.
Purpose Of The Study
- To systematically review and synthesize the literature on attacker-defender games over the past 15 years.
- To analyze common modeling approaches, assumptions, and solution methods.
- To identify research gaps and future directions in the field.
Main Methods
- Systematic literature review methodology.
- Collection and analysis of 127 journal articles.
- Categorization of game formulations based on features like sequence of moves, players, decision variables, objective functions, and time horizons.
- Analysis of assumptions (rationality, risk neutrality, information completeness) and solution methods (closed-form solutions, algorithms, heuristics).
Main Results
- The majority of studies employ standard assumptions like perfect rationality and complete information.
- Relaxing these assumptions introduces challenges in uncertainty modeling and computational intractability.
- Common solution methods include closed-form solutions and novel algorithms/heuristics.
- Application areas range widely, but the focus is on game modeling and solution techniques.
Conclusions
- Relaxing traditional assumptions in attacker-defender games is an active research area with significant challenges.
- Further research is needed to address uncertainties and computational issues when incorporating risk preferences.
- Identifying open questions and future research directions is crucial for advancing the field of strategic security games.
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