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arxiv: 1108.2874 · v2 · pith:GFHBRH6Qnew · submitted 2011-08-14 · 🧮 math.QA · cs.IT· math.IT

Thermodynamic Semirings

classification 🧮 math.QA cs.ITmath.IT
keywords characteristicwittinformationthermodynamicarithmeticcategoryconstructioncorresponding
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The Witt construction describes a functor from the category of Rings to the category of characteristic 0 rings. It is uniquely determined by a few associativity constraints which do not depend on the types of the variables considered, in other words, by integer polynomials. This universality allowed Alain Connes and Caterina Consani to devise an analogue of the Witt ring for characteristic one, an attractive endeavour since we know very little about the arithmetic in this exotic characteristic and its corresponding field with one element. Interestingly, they found that in characteristic one, the Witt construction depends critically on the Shannon entropy. In the current work, we examine this surprising occurrence, defining a Witt operad for an arbitrary information measure and a corresponding algebra we call a thermodynamic semiring. This object exhibits algebraically many of the familiar properties of information measures, and we examine in particular the Tsallis and Renyi entropy functions and applications to nonextensive thermodynamics and multifractals. We find that the arithmetic of the thermodynamic semiring is exactly that of a certain guessing game played using the given information measure.

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  1. The Poincar\'e-Boltzmann Machine: from Statistical Physics to Machine Learning and back

    q-bio.NC 2019-07 unverdicted novelty 6.0

    Information cohomology is computed in low degrees to establish multivariate mutual informations as k-coboundaries, with simplicial structures yielding free-energy interpretations and a topological minimum free energy complex.