A General Theory of Information and Computation
نویسنده
چکیده
This paper fills a gap in our understanding of the interaction between information and computation. It unifies other approaches to measuring information like Kolmogorov complexity and Shannon information. We define a theory about information flow in deterministic computing based on three fundamental observations: 1) ∀(n ∈ N)I(n) = logn (information is measured in logarithms), 2) all countable sets contain the same amount of information and 3) ∀(x)I(x) ≥ I(f(x)) (deterministic computing does not create information). We analyze the flow of information through computational processes: exactly, for primitive recursive functions and elementary artithmetical operations and, under maximal entropy, for polynomial functions and diophantine equations. Thus we get, by the MRDP-theorem, a theory of flow of information for general computable functions. We prove some results like the Fueter-Pólya conjecture and the existence of an information conserving enumeration of all finite sets of numbers. We also show that the information flow in more complex derivatives of the primitive recursive functions like addition and multiplication is not trivial: in particular associativity is not information efficient for addition. Using the Cantor pairing function we develop a universal measuring device for partitions of the set of finite sets of numbers. We show that these sets can be enumerated by a polynomial function when ordered by cardinality, but not when ordered by their sums. ar X iv :1 61 1. 07 82 9v 1 [ cs .I T ] 2 3 N ov 2 01 6 1 Summary of Main Proof We give a short simplified overview of the proof of one of the main consequences of the theory presented in the paper: Theorem 1. The set of sets of natural numbers is countable when ordered by cardinality but not countable when ordered by sums. We compute to transform existing information in to new information and some computations are easier than others. We know this from everyday experience. 1 Suppose we want to add the numbers 2, 47, 53 and 98. Most of us will see the pattern that makes this easy: (2 + 98) + (47 + 53) = 100 + 100 = 200. The numbers have a special relationship that makes the result is less surprising, and therefore less informative. An interesting consequence of the general theory is that, even for addition, there are an infinite number of these tricks and there is no way to investigate them systematically. The structure of the proof is as follows. We consider functions on the natural numbers. If we measure the amount of information in a number n as:
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عنوان ژورنال:
- CoRR
دوره abs/1611.07829 شماره
صفحات -
تاریخ انتشار 2016