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Asymptotic solutions to weakly coupled stochastic teams with nonclassical information

机译:具有非经典信息的弱耦合随机团队的渐近解

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The authors develop a new iterative approach toward the solution of a class of two-agent dynamic stochastic teams with nonclassical information when the coupling between the agents is weak, either through the state dynamics or through the information channel. In each case, the weak coupling is characterized in terms of a small (perturbation) parameter. When this parameter value (say, in ) is set equal to zero, the original fairly complex dynamic team, with a nonclassical information pattern, is decomposed into or converted to relatively simple stochastic control or team problems, the solution of which makes up the zeroth-order approximation (in a function space) to the team-optical solution of the original problem. The fact that the zeroth-order solution approximates the optimal cost up to at least O( in ) is shown. It is also shown that approximations of all orders can be obtained by solving a sequence of stochastic control and/or simpler team problems.
机译:当代理之间的耦合较弱时,无论是通过状态动力学还是通过信息渠道,作者都开发了一种新的迭代方法来解决一类具有非经典信息的两主体动态随机团队的问题。在每种情况下,弱耦合的特征在于较小的(扰动)参数。当此参数值(例如中的in)设置为零时,原始的具有非经典信息模式的相当复杂的动态团队将分解或转换为相对简单的随机控制或团队问题,其解决方案占零。对原始问题的团队光学解的阶数近似(在函数空间中)。示出了零阶解至少接近O(in)的最佳成本这一事实。还表明,可以通过解决一系列随机控制和/或更简单的团队问题来获得所有订单的近似值。

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