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Symmetries among Multivariate Information Measures Explored Using M?bius Operators

机译:使用M?bius算子探索的多元信息测度之间的对称性

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Relations between common information measures include the duality relations based on M?bius inversion on lattices, which are the direct consequence of the symmetries of the lattices of the sets of variables (subsets ordered by inclusion). In this paper we use the lattice and functional symmetries to provide a unifying formalism that reveals some new relations and systematizes the symmetries of the information functions. To our knowledge, this is the first systematic examination of the full range of relationships of this class of functions. We define operators on functions on these lattices based on the M?bius inversions that map functions into one another, which we call M?bius operators, and show that they form a simple group isomorphic to the symmetric group S 3 . Relations among the set of functions on the lattice are transparently expressed in terms of the operator algebra, and, when applied to the information measures, can be used to derive a wide range of relationships among diverse information measures. The M?bius operator algebra is then naturally generalized which yields an even wider range of new relationships.
机译:常用信息量度之间的关系包括基于格上Mbius反转的对偶关系,这是变量集(子集按包含的顺序)的格的对称性的直接结果。在本文中,我们使用晶格和功能对称性提供了一个统一的形式主义,揭示了一些新的关系并将信息功能的对称性系统化。据我们所知,这是对此类功能的全部关系的首次系统检查。我们基于将函数相互映射的M?bius求逆,在这些晶格上的函数上定义了算子,我们将其称为M?bius算子,并表明它们形成了对称群S 3的一个简单群同构。格子上的函数集之间的关系是根据算子代数透明地表示的,并且当应用于信息度量时,可用于得出各种信息度量之间的广泛关系。然后自然地泛化了M?bius算子代数,从而产生了更广泛的新关系。

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