
本文提出了一種名為「快速莫比烏斯變換」的新方法，利用代數性質有效計算信息分解，克服了傳統方法的計算瓶頸，並展示了其在神經科學和音樂分析中的應用。


coremsg

快速莫比烏斯變換-一種用於信息分解的代數方法


快速莫比烏斯變換：一種用於信息分解的代數方法


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This paper introduces the fast Möbius transform, a novel method leveraging algebraic properties of the redundancy lattice to efficiently compute information decomposition, enabling previously intractable analyses of synergy, redundancy, and unique information in complex systems with up to five variables.


the-fast-möbius-transform-enabling-efficient-computation-of-information-decomposition


The Fast Möbius Transform: Enabling Efficient Computation of Information Decomposition



Practical methodology using machine learning for information decomposition in complex systems.


information-decomposition-in-complex-systems-using-machine-learning


Information Decomposition in Complex Systems Using Machine Learning
