Compared to existing distributed coalition game works, Algorithm A has three advantages. \u000a\u000aFirst, Algorithm A incorporates a variable-sample-scale method to handle the interference caused by uncertain variables and can suppress their impact on seeking Nash equilibrium. \u000a\u000aSecond, Algorithm A utilizes a scheme in which agents estimate the strategies of each group, rather than estimating the strategies of all players as in existing works. Therefore, Algorithm A greatly reduces the storage requirements for variables, decreasing from nn to np. \u000a\u000aThird, due to the fact that the updates in Algorithm A only require participation of local information and neighbor information, and there are no initialization requirements, it has sufficient flexibility and scalability, making it easy to implement and apply.

学术翻译:算法A在分布式联盟博弈中的三重优势

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