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The notion of an individual random sequence goes back to von Mises. We describe the evolution of this notion, especially the use of martingales (suggested by Ville), and the development of algorithmic information theory in 1960s and 1970s…

历史与综述 · 数学 2025-08-27 Laurent Bienvenu , Alexander Shen

We define a notion of randomness for individual and collections of formal languages based on automatic martingales acting on sequences of words from some underlying domain. An automatic martingale bets if the incoming word belongs to the…

形式语言与自动机理论 · 计算机科学 2018-02-20 Birzhan Moldagaliyev

We show that a pair of Kolmogorov-Loveland betting strategies cannot win on every non-Martin-L\"of random sequence if either of the two following conditions is true: (I) There is an unbounded computable function $g$ such that both betting…

信息论 · 计算机科学 2023-01-02 Tomislav Petrović

Algorithmic randomness theory starts with a notion of an individual random object. To be reasonable, this notion should have some natural properties; in particular, an object should be random with respect to image distribution if and only…

逻辑 · 数学 2016-07-15 Laurent Bienvenu , Mathieu Hoyrup , Alexander Shen

We use the martingale-theoretic approach of game-theoretic probability to incorporate imprecision into the study of randomness. In particular, we define several notions of randomness associated with interval, rather than precise,…

概率论 · 数学 2021-06-24 Gert de Cooman , Jasper De Bock

Nies and Scholz defined quantum Martin-L\"of randomness (q-MLR) for states (infinite qubitstrings). We define a notion of quantum Solovay randomness and show it to be equivalent to q-MLR using purely linear algebraic methods. Quantum…

量子物理 · 物理学 2021-06-29 Tejas Bhojraj

We extend the key notion of Martin-L\"of randomness for infinite bit sequences to the quantum setting, where the sequences become states of an infinite dimensional system. We work towards showing an analogy with the Levin-Schnorr theorem to…

量子物理 · 物理学 2019-07-29 André Nies , Volkher Scholz

A remarkable achievement in algorithmic randomness and algorithmic information theory was the discovery of the notions of K-trivial, K-low and Martin-Lof-random-low sets: three different definitions turns out to be equivalent for very…

逻辑 · 数学 2015-10-02 Laurent Bienvenu , Alexander Shen

This is a review of the issue of randomness in quantum mechanics, with special emphasis on its ambiguity; for example, randomness has different antipodal relationships to determinism, computability, and compressibility. Following a…

物理学史与哲学 · 物理学 2020-02-19 Klaas Landsman

An infinite bit sequence is called recursively random if no computable strategy betting along the sequence has unbounded capital. It is well-known that the property of recursive randomness is closed under computable permutations. We…

逻辑 · 数学 2017-09-27 Andre Nies , Frank Stephan

We study the problem of whether a betting-strategy can be decomposed into an equivalent set of simpler betting-strategies, such as betting-strategies that bet on a restricted set of stages or bet on a restricted of favorable outcomes. We…

概率论 · 数学 2022-03-08 George Barmpalias , Lu Liu

The field of algorithmic randomness studies what it means for infinite binary sequences to be random for some given uncertainty model. Classically, martingale-theoretic notions of such randomness involve precise uncertainty models, and it…

概率论 · 数学 2022-10-10 Floris Persiau , Jasper De Bock , Gert de Cooman

In algorithmic randomness, when one wants to define a randomness notion with respect to some non-computable measure $\lambda $, a choice needs to be made. One approach is to allow randomness tests to access the measure $\lambda $ as an…

逻辑 · 数学 2014-08-14 Bjørn Kjos-Hanssen , Antoine Taveneaux , Neil Thapen

We study Doob's martingale convergence theorem for computable continuous time martingales on Brownian motion, in the context of algorithmic randomness. A characterization of the class of sample points for which the theorem holds is given.…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Bjørn Kjos-Hanssen , Paul Kim Long V. Nguyen , Jason Rute

We prove two theorems related to the Central Limit Theorem (CLT) for Martin-L\"of Random (MLR) sequences. Martin-L\"of randomness attempts to capture what it means for a sequence of bits to be "truly random". By contrast, CLTs do not make…

概率论 · 数学 2022-01-31 Anton Vuerinckx , Yves Moreau

We elaborate the notions of Martin-L\"of and Schnorr randomness for real numbers in terms of uniform distribution of sequences. We give a necessary condition for a real number to be Schnorr random expressed in terms of classical uniform…

逻辑 · 数学 2021-11-30 Verónica Becher , Serge Grigorieff

We investigate the strength of a randomness notion $\mathcal R$ as a set-existence principle in second-order arithmetic: for each $Z$ there is an $X$ that is $\mathcal R$-random relative to $Z$. We show that the equivalence between…

逻辑 · 数学 2019-09-04 André Nies , Paul Shafer

We study Martin-L\"{o}f random (ML-random) points on computable probability measures on sample and parameter spaces (Bayes models). We consider variants of conditional randomness defined by ML-randomness on Bayes models and those of…

信息论 · 计算机科学 2023-04-24 Hayato Takahashi

TThe problem is to identify a probability associated with a set of natural numbers, given an infinite data sequence of elements from the set. If the given sequence is drawn i.i.d. and the probability mass function involved (the target)…

机器学习 · 计算机科学 2014-07-14 Paul M. B. Vitanyi , Nick Chater

Imagine a sequence in which the first letter comes from a binary alphabet, the second letter can be chosen on an alphabet with 10 elements, the third letter can be chosen on an alphabet with 3 elements and so on. When such a sequence can be…

混沌动力学 · 物理学 2007-05-23 Cristian S. Calude , Ludwig Staiger , Karl Svozil