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The halting probability of a Turing machine,also known as Chaitin's Omega, is an algorithmically random number with many interesting properties. Since Chaitin's seminal work, many popular expositions have appeared, mainly focusing on the…

逻辑 · 数学 2018-09-24 George Barmpalias

A fruitful way of obtaining meaningful, possibly concrete, algorithmically random numbers is to consider a potential behaviour of a Turing machine and its probability with respect to a measure (or semi-measure) on the input space of binary…

计算复杂性 · 计算机科学 2017-06-13 George Barmpalias , Douglas Cenzer , Christopher P. Porter

The halting probability of a Turing machine is the probability that the machine will halt if it starts with a random stream written on its one-way input tape. When the machine is universal, this probability is referred to as Chaitin's omega…

计算复杂性 · 计算机科学 2016-10-04 George Barmpalias , Andrew Lewis-Pye

Consider a universal Turing machine that produces a partial or total function (or a binary stream), based on the answers to the binary queries that it makes during the computation. We study the probability that the machine will produce a…

计算复杂性 · 计算机科学 2017-04-28 George Barmpalias , Douglas Cenzer , Christopher P. Porter

Chaitin [G. J. Chaitin, J. Assoc. Comput. Mach., vol.22, pp.329-340, 1975] introduced \Omega number as a concrete example of random real. The real \Omega is defined as the probability that an optimal computer halts, where the optimal…

逻辑 · 数学 2019-09-04 Kohtaro Tadaki

A Chaitin Omega number is the halting probability of a universal Chaitin (self-delimiting Turing) machine. Every Omega number is both computably enumerable (the limit of a computable, increasing, converging sequence of rationals) and random…

混沌动力学 · 物理学 2007-05-23 Cristian S. Calude , Michael J. Dinneen , Chi-Kou Shu

This article aims at providing signal machines as small as possible able to perform any computation (in the classical understanding). After presenting signal machines, it is shown how to get universal ones from Turing machines,…

计算复杂性 · 计算机科学 2009-06-22 Jérôme Durand-Lose

Through a straightforward Bayesian approach we show that under some general conditions a maximum running time, namely the number of discrete steps performed by a computer program during its execution, can be defined such that the…

历史与综述 · 数学 2007-05-23 Germano D'Abramo

So far, following the works of A.M. Turing, the algorithms were considered as the mathematical abstraction from which we could write programs for computers whose principle was based on the theoretical concept of Turing machine. We start…

计算复杂性 · 计算机科学 2013-04-23 Marc Bui , Michel Lamure , Ivan Lavallee

Many unconventional computing models, including some that appear to be quite different from traditional ones such as Turing machines, happen to characterise either the complexity class P or PSPACE when working in deterministic polynomial…

计算复杂性 · 计算机科学 2024-05-28 Antonio E. Porreca

A real number \alpha is called recursively enumerable if there exists a computable, increasing sequence of rational numbers which converges to \alpha. The randomness of a recursively enumerable real \alpha can be characterized in various…

信息论 · 计算机科学 2008-05-20 Kohtaro Tadaki

The authors present evidence for universality in numerical computations with random data. Given a (possibly stochastic) numerical algorithm with random input data, the time (or number of iterations) to convergence (within a given tolerance)…

数值分析 · 数学 2015-06-22 Percy Deift , Govind Menon , Sheehan Olver , Thomas Trogdon

This paper provides a new and more direct proof of the assertion that a Turing computable function of the natural numbers is primitive recursive if and only if the time complexity of the corresponding Turing machine is bounded by a…

形式语言与自动机理论 · 计算机科学 2025-10-22 Daniel G. Schwartz

The halting problem for Turing machines is decidable on a set of asymptotic probability one. Specifically, there is a set B of Turing machine programs such that (i) B has asymptotic probability one, so that as the number of states n…

逻辑 · 数学 2007-05-23 Joel David Hamkins , Alexei Miasnikov

Using nonstandard analysis, we will extend the classical Turing machines into the internal Turing machines. The internal Turing machines have the capability to work with infinite ($*$-finite) number of bits while keeping the finite…

数学物理 · 物理学 2007-05-23 Ken Loo

This paper talk about the complexity of computation by Turing Machine. I take attention to the relation of symmetry and order structure of the data, and I think about the limitation of computation time. First, I make general problem named…

计算复杂性 · 计算机科学 2010-09-24 Koji Kobayashi

Average-case analysis computes the complexity of an algorithm averaged over all possible inputs. Compared to worst-case analysis, it is more representative of the typical behavior of an algorithm, but remains largely unexplored in…

最优化与控制 · 数学 2021-10-05 Courtney Paquette , Bart van Merriënboer , Elliot Paquette , Fabian Pedregosa

We prove that every computably enumerable (c.e.) random real is provable in Peano Arithmetic (PA) to be c.e. random. A major step in the proof is to show that the theorem stating that "a real is c.e. and random iff it is the halting…

计算复杂性 · 计算机科学 2009-06-08 Cristian S. Calude , Nicholas J. Hay

We consider several sequences of random variables whose Fourier-Laplace transforms present the same type of \textit{splitting phenomenon} when suitably rescaled by the Fourier-Laplace transform of a Poisson-distributed random variable…

概率论 · 数学 2025-07-24 Yacine Barhoumi-Andréani

People solve different problems and know that some of them are simple, some are complex and some insoluble. The main goal of this work is to develop a mathematical theory of algorithmic complexity for problems. This theory is aimed at…

计算复杂性 · 计算机科学 2008-07-08 Mark Burgin
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