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These are lecture notes written at the University of Zurich during spring 2014 and spring 2015. The first part of the notes gives an introduction to probability theory. It explains the notion of random events and random variables,…

概率论 · 数学 2020-11-02 Nima Moshayedi

If quantum mechanics is taken for granted the randomness derived from it may be vacuous or even delusional, yet sufficient for many practical purposes. "Random" quantum events are intimately related to the emergence of both space-time as…

量子物理 · 物理学 2021-04-27 Karl Svozil

We review a collection of models of random simplicial complexes together with some of the most exciting phenomena related to them. We do not attempt to cover all existing models, but try to focus on those for which many important results…

概率论 · 数学 2022-05-04 Omer Bobrowski , Dmitri Krioukov

We introduce algorithmic information theory, also known as the theory of Kolmogorov complexity. We explain the main concepts of this quantitative approach to defining `information'. We discuss the extent to which Kolmogorov's and Shannon's…

信息论 · 计算机科学 2008-09-17 Peter D. Grunwald , Paul M. B. Vitanyi

Unlike Martin-L\"of randomness and Schnorr randomness, computable randomness has not been defined, except for a few ad hoc cases, outside of Cantor space. This paper offers such a definition (actually, several equivalent definitions), and…

逻辑 · 数学 2015-04-23 Jason Rute

Many random combinatorial objects have a component structure whose joint distribution is equal to that of a process of mutually independent random variables, conditioned on the value of a weighted sum of the variables. It is interesting to…

概率论 · 数学 2013-08-16 Richard Arratia , Simon Tavare

This paper is extended and broadly generalized version of earlier published rapid communication, Phys.Rev.E, Vol.58, R 5213 (1998). It also elaborates on some problems which were left unsolved or just mentioned in Physics Reports Vol.298,…

统计力学 · 物理学 2009-09-25 Arkady L. Kholodenko

This paper defines a new notion of bounded computable randomness for certain classes of sub-computable functions which lack a universal machine. In particular, we define such versions of randomness for primitive recursive functions and for…

计算机科学中的逻辑 · 计算机科学 2015-07-01 Sam Buss , Douglas Cenzer , Jeffrey B. Remmel

Diverse applications of Kolmogorov complexity to learning [CIKK16], circuit complexity [OPS19], cryptography [LP20], average-case complexity [Hir21], and proof search [Kra22] have been discovered in recent years. Since the running time of…

计算复杂性 · 计算机科学 2022-05-31 Zhenjian Lu , Igor C. Oliveira

The axiomatic foundation of probability theory presented by Kolmogorov has been the basis of modern theory for probability and statistics. In certain applications it is, however, necessary or convenient to allow improper (unbounded)…

统计理论 · 数学 2017-11-07 Bo H. Lindqvist , Gunnar Taraldsen

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

This book introduces to the theory of probabilities from the beginning. Assuming that the reader possesses the normal mathematical level acquired at the end of the secondary school, we aim to equip him with a solid basis in probability…

历史与综述 · 数学 2021-09-08 Gane Samb Lo , Aladji Babacar Niang , Lois Chinewendu Okereke

We give a selection of major open problems involving selective properties, diagonalizations, and covering properties for sets of real numbers. This is a revision of the version published as a chapter in the book \textbf{Open Problems in…

一般拓扑 · 数学 2011-10-19 Boaz Tsaban

This article examines the subtle relationship between chaos and randomness, two concepts that, although they refer to seemingly unpredictable phenomenon, are based on fundamentally different principles. Chaos manifests in deterministic…

We survey the complexity class $\exists \mathbb{R}$, which captures the complexity of deciding the existential theory of the reals. The class $\exists \mathbb{R}$ has roots in two different traditions, one based on the Blum-Shub-Smale model…

计算复杂性 · 计算机科学 2024-07-26 Marcus Schaefer , Jean Cardinal , Tillmann Miltzow

The problem of defining and studying complexity of a time series has interested people for years. In the context of dynamical systems, Grassberger has suggested that a slow approach of the entropy to its extensive asymptotic limit is a sign…

数据分析、统计与概率 · 物理学 2009-11-07 William Bialek , Ilya Nemenman , Naftali Tishby

We formulate conditions for convergence of Laws of Large Numbers and show its links with of the parts of mathematical analysis such as summation theory, convergence of orthogonal series. We present also applications of the Law of Large…

概率论 · 数学 2018-09-07 Paweł J. Szabłowski

We provide a self-contained introduction to random matrices. While some applications are mentioned, our main emphasis is on three different approaches to random matrix models: the Coulomb gas method and its interpretation in terms of…

数学物理 · 物理学 2018-07-06 Bertrand Eynard , Taro Kimura , Sylvain Ribault

Investigations of complexity of sequences lead to important applications such as effective data compression, testing of randomness, discriminating between information sources and many others. In this paper we establish formulas describing…

概率论 · 数学 2007-05-23 Janusz Szczepanski

Complexity matching characterizes the role of information in interactions between systems and can be traced back to the 1957 Introduction to Cybernetics by Ross Ashby. We argue that complexity can be expressed in terms of crucial events,…

适应与自组织系统 · 物理学 2019-09-24 Korosh Mahmoodi , Bruce J. West , Paolo Grigolini