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Generalization of The Mean-field Method for Power-law Distributions

机译:幂律分布的均值场方法的推广

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摘要

In this paper, the generalized mean-field method has applied to power-law distributions. We have shown that this method greatly reduces the number of operations to calculate expected values of the distributions when the projection is appropriately selected. We carried out this method to binary-state power-law distributions and obtained less errors of expected values compared with those obtained by the naive mean-field method. It is an important future work to apply this method to real-world systems.
机译:本文将广义均值场方法应用于幂律分布。我们已经表明,当适当选择投影时,此方法大大减少了计算分布的期望值的操作次数。我们对二进制状态的幂律分布进行了这种方法,与单纯的平均场方法相比,获得的期望值误差更少。将该方法应用于实际系统是未来的一项重要工作。

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