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The Homological Nature of Entropy
- Source :
- Entropy, Vol 17, Iss 5, Pp 3253-3318 (2015), Entropy, Volume 17, Issue 5, Pages 3253-3318
- Publication Year :
- 2015
- Publisher :
- MDPI AG, 2015.
-
Abstract
- We propose that entropy is a universal co-homological class in a theory associated to a family of observable quantities and a family of probability distributions. Three cases are presented: (1) classical probabilities and random variables<br />(2) quantum probabilities and observable operators<br />(3) dynamic probabilities and observation trees. This gives rise to a new kind of topology for information processes, that accounts for the main information functions: entropy, mutual-informations at all orders, and Kullback–Leibler divergence and generalizes them in several ways. The article is divided into two parts, that can be read independently. In the first part, the introduction, we provide an overview of the results, some open questions, future results and lines of research, and discuss briefly the application to complex data. In the second part we give the complete definitions and proofs of the theorems A, C and E in the introduction, which show why entropy is the first homological invariant of a structure of information in four contexts: static classical or quantum probability, dynamics of classical or quantum strategies of observation of a finite system.
- Subjects :
- Pure mathematics
Kullback–Leibler divergence
homology theory
homotopy of links
General Physics and Astronomy
lcsh:Astrophysics
monads
Rényi entropy
Differential entropy
quantum information
lcsh:QB460-466
lcsh:Science
Mathematics
Discrete mathematics
mutual informations
Principle of maximum entropy
Maximum entropy thermodynamics
trees
lcsh:QC1-999
Quantum relative entropy
Kullback–Leiber divergence
partitions
Maximum entropy probability distribution
lcsh:Q
Shannon information
entropy
lcsh:Physics
Joint quantum entropy
Subjects
Details
- ISSN :
- 10994300
- Volume :
- 17
- Database :
- OpenAIRE
- Journal :
- Entropy
- Accession number :
- edsair.doi.dedup.....e9000672bb1a6dcfac569a639ff1a28b
- Full Text :
- https://doi.org/10.3390/e17053253