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Algorithmic information theory studies description complexity and randomness and is now a well known field of theoretical computer science and mathematical logic. There are several textbooks and monographs devoted to this theory where one…

信息论 · 计算机科学 2015-04-21 Alexander Shen

Classical probabilistic rounding error analysis is particularly well suited to stochastic rounding (SR), and it yields strong results when dealing with floating-point algorithms that rely heavily on summation. For many numerical linear…

数值分析 · 数学 2025-02-26 El-Mehdi El Arar , Massimiliano Fasi , Silviu-Ioan Filip , Mantas Mikaitis

We consider the problem of inferring the probability distribution associated with a language, given data consisting of an infinite sequence of elements of the languge. We do this under two assumptions on the algorithms concerned: (i) like a…

机器学习 · 计算机科学 2014-07-16 Paul M. B. Vitanyi , Nick Chater

Solomonoff sequence prediction is a scheme to predict digits of binary strings without knowing the underlying probability distribution. We call a prediction scheme informed when it knows the true probability distribution of the sequence.…

人工智能 · 计算机科学 2007-05-23 Marcus Hutter

In this paper we show that BPP is truth-table reducible to the set of Kolmogorov random strings R_K. It was previously known that PSPACE, and hence BPP is Turing-reducible to R_K. The earlier proof relied on the adaptivity of the…

计算复杂性 · 计算机科学 2009-12-17 Harry Buhrman , Lance Fortnow , Michal Koucký , Bruno Loff

The randomization of a complete first order theory $T$ is the complete continuous theory $T^R$ with two sorts, a sort for random elements of models of $T$, and a sort for events in an underlying probability space. We study various notions…

逻辑 · 数学 2014-09-05 Uri Andrews , Isaac Goldbring , H. Jerome Keisler

Entanglement detection in high dimensional systems is a NP-hard problem since it is lacking an efficient way. Given a bipartite quantum state of interest free entanglement can be detected efficiently by the PPT-criterion (Peres-Horodecki…

量子物理 · 物理学 2021-10-07 Beatrix C. Hiesmayr

The Lov\'{a}sz Local Lemma (LLL) is a probabilistic tool which shows that, if a collection of "bad" events $\mathcal B$ in a probability space are not too likely and not too interdependent, then there is a positive probability that no…

数据结构与算法 · 计算机科学 2023-10-13 David G. Harris

Randomized rounding is a standard method, based on the probabilistic method, for designing combinatorial approximation algorithms. In Raghavan's seminal paper introducing the method (1988), he writes: "The time taken to solve the linear…

数据结构与算法 · 计算机科学 2015-06-02 Neal E. Young

A kernelization is an efficient algorithm that given an instance of a parameterized problem returns an equivalent instance of size bounded by some function of the input parameter value. It is quite well understood which problems do or…

数据结构与算法 · 计算机科学 2025-10-02 Leonid Antipov , Stefan Kratsch

A $c$-short program for a string $x$ is a description of $x$ of length at most $C(x) + c$, where $C(x)$ is the Kolmogorov complexity of $x$. We show that there exists a randomized algorithm that constructs a list of $n$ elements that…

计算复杂性 · 计算机科学 2015-01-21 Bruno Bauwens , Marius Zimand

We study the classical Election problem in anonymous net- works, where solutions can rely on the use of random bits, which may be either shared or unshared among nodes. We provide a complete char- acterization of the conditions under which…

分布式、并行与集群计算 · 计算机科学 2026-03-06 Jérémie Chalopin , Emmanuel Godard

Many automatic sequences, such as the Thue-Morse sequence or the Rudin-Shapiro sequence, have some desirable features of pseudorandomness such as a large linear complexity and a small well-distribution measure. However, they also have some…

数论 · 数学 2021-05-10 László Mérai , Arne Winterhof

In this survey, we explore Andrei Nikolayevich Kolmogorov's seminal work in just one of his many facets: its influence Computer Science especially his viewpoint of what herein we call 'Algorithmic Theory of Informatics.' Can a computer file…

综合文献 · 计算机科学 2020-06-23 Sergei Levashkin , Victor Alexandrov , Adolfo Guzmán-Arenas

The randomization of a complete first order theory $T$ is the complete continuous theory $T^R$ with two sorts, a sort for random elements of models of $T$, and a sort for events in an underlying atomless probability space. We study…

逻辑 · 数学 2018-11-28 Uri Andrews , Isaac Goldbring , H. Jerome Keisler

Herein, we investigate the zero-error randomized complexity, which is the least cost against the worst input, of AND-OR tree computation by imposing various restrictions on the algorithm to find the Boolean value of the root of that tree…

人工智能 · 计算机科学 2025-05-26 Fuki Ito , Toshio Suzuki

Odlyzko and Stanley introduced a greedy algorithm for constructing infinite sequences with no 3-term arithmetic progressions when beginning with a finite set with no 3-term arithmetic progressions. The sequences constructed from this…

组合数学 · 数学 2017-08-08 Richard Moy , Mehtaab Sawhney , David Stoner

For a broad class of input-output maps, arguments based on the coding theorem from algorithmic information theory (AIT) predict that simple (low Kolmogorov complexity) outputs are exponentially more likely to occur upon uniform random…

数据分析、统计与概率 · 物理学 2019-10-03 Kamaludin Dingle , Guillermo Valle Pérez , Ard A. Louis

We summarize our recent findings, where we proposed a framework for learning a Kolmogorov model, for a collection of binary random variables. More specifically, we derive conditions that link outcomes of specific random variables, and…

机器学习 · 计算机科学 2018-06-07 Hadi Ghauch , Mikael Skoglund , Hossein Shokri-Ghadikolaei , Carlo Fischione , Ali H. Sayed

There is a growing body of work on sorting and selection in models other than the unit-cost comparison model. This work is the first treatment of a natural stochastic variant of the problem where the cost of comparing two elements is a…

数据结构与算法 · 计算机科学 2007-10-02 Stanislav Angelov , Keshav Kunal , Andrew McGregor