Abstract:
To solve the vertex cover problem in an agent-based and distributed networking systems utilizing local information, we treat each vertex as an intelligent rational agent ...Show MoreMetadata
Abstract:
To solve the vertex cover problem in an agent-based and distributed networking systems utilizing local information, we treat each vertex as an intelligent rational agent rather than an inanimate one and provide a spatial-snowdrift-game-based optimization framework to vertex cover of networks. We analyze the inherent relation between the snowdrift game and the vertex cover: Strict Nash equilibriums of the spatial snowdrift game are the intermediate states between vertex-covered and minimal-vertex-covered states. Such equilibriums are obtained by employing the memory-based best response update rule. We also find that a better approximate solution in terms of the minimal vertex cover will be achieved by increasing the individuals' memory length, because such a process optimizes the individuals' strategies and helps them convert from bad equilibriums into better ones. Our findings pave a new way to solve the vertex cover problem from the perspective of agent-based self-organized optimization.
Published in: IEEE Transactions on Cybernetics ( Volume: 43, Issue: 3, June 2013)
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- IEEE Keywords
- Index Terms
- Vertex Cover ,
- Snowdrift ,
- Local Information ,
- Distribution System ,
- Intermediate State ,
- Network System ,
- Approximate Solution ,
- Best Response ,
- Rational Agents ,
- Nash Equilibrium ,
- Update Rule ,
- Memory Length ,
- Memory Performance ,
- Evolutionary Algorithms ,
- State Population ,
- Minimization Problem ,
- Game Theory ,
- Average Degree ,
- Wireless Sensor ,
- Defection ,
- Scale-free Networks ,
- Finite Steps ,
- Basis Of Connectivity ,
- Game Model ,
- Small-world Network ,
- Positive Probability ,
- Erdős Rényi ,
- Rational Choice Theory ,
- Random Graph ,
- Vertices In The Network
- Author Keywords
- MeSH Terms
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Vertex Cover ,
- Snowdrift ,
- Local Information ,
- Distribution System ,
- Intermediate State ,
- Network System ,
- Approximate Solution ,
- Best Response ,
- Rational Agents ,
- Nash Equilibrium ,
- Update Rule ,
- Memory Length ,
- Memory Performance ,
- Evolutionary Algorithms ,
- State Population ,
- Minimization Problem ,
- Game Theory ,
- Average Degree ,
- Wireless Sensor ,
- Defection ,
- Scale-free Networks ,
- Finite Steps ,
- Basis Of Connectivity ,
- Game Model ,
- Small-world Network ,
- Positive Probability ,
- Erdős Rényi ,
- Rational Choice Theory ,
- Random Graph ,
- Vertices In The Network
- Author Keywords
- MeSH Terms