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We describe and analyze a simple random feature scheme (RFS) from prescribed compositional kernels. The compositional kernels we use are inspired by the structure of convolutional neural networks and kernels. The resulting scheme yields…

机器学习 · 计算机科学 2017-03-24 Amit Daniely , Roy Frostig , Vineet Gupta , Yoram Singer

Consider $n$ points distributed uniformly in $[0,1]^d$. Form a graph by connecting two points if their mutual distance is no greater than $r(n)$. This gives a random geometric graph, $\gnrn$, which is connected for appropriate $r(n)$. We…

概率论 · 数学 2007-05-23 Sanatan Rai

In the infinite configuration network the links between nodes are assigned randomly with the only restriction that the degree distribution has to match a predefined function. This work presents a simple equation that gives for an arbitrary…

组合数学 · 数学 2017-05-10 Ivan Kryven

We analyze statistical properties of the complex system with conditions which manifests through specific constraints on the column/row sum of the matrix elements. The presence of additional constraints besides symmetry leads to new…

统计力学 · 物理学 2015-10-28 Pragya Shukla , Suchetana Sadhukhan

In various stereological problems an $n$-dimensional convex body is intersected with an $(n-1)$-dimensional Isotropic Uniformly Random (IUR) hyperplane. In this paper the cumulative distribution function associated with the…

应用统计 · 统计学 2024-06-21 Thomas van der Jagt , Geurt Jongbloed , Martina Vittorietti

Using methods from random matrix theory researchers have recently calculated the full spectra of random networks with arbitrary degrees and with community structure. Both reveal interesting spectral features, including deviations from the…

社会与信息网络 · 计算机科学 2014-04-29 Xiao Zhang , Raj Rao Nadakuditi , M. E. J. Newman

A compositional tree refers to a tree structure on a set of random variables where each random variable is a node and composition occurs at each non-leaf node of the tree. As a generalization of compositional data, compositional trees…

统计方法学 · 统计学 2021-04-20 Bingkai Wang , Brian S. Caffo , Xi Luo , Chin-Fu Liu , Andreia V. Faria , Michael I. Miller , Yi Zhao

There are several good reasons you might want to read about uniform spanning trees, one being that spanning trees are useful combinatorial objects. Not only are they fundamental in algebraic graph theory and combinatorial geometry, but they…

概率论 · 数学 2007-05-23 Robin Pemantle

We introduce multinomial and $r$-variants of several classic objects of combinatorial probability, such as the random recursive and Hoppe trees, random set partitions and compositions, the Chinese restaurant process, Feller's coupling, and…

Existing ordinal trees and random forests typically use scores that are assigned to the ordered categories, which implies that a higher scale level is used. Versions of ordinal trees are proposed that take the scale level seriously and…

统计方法学 · 统计学 2021-02-02 Gerhard Tutz

We compute the full probability distribution of the spectral form factor in the self-dual kicked Ising model by providing an exact lower bound for each moment and verifying numerically that the latter is saturated. We show that at large…

混沌动力学 · 物理学 2021-01-04 Ana Flack , Bruno Bertini , Tomaz Prosen

The uniform spanning forest (USF) in Z^d is the weak limit of random, uniformly chosen, spanning trees in [-n,n]^d. Pemantle proved that the USF consists a.s. of a single tree if and only if d <= 4. We prove that any two components of the…

概率论 · 数学 2009-04-28 Itai Benjamini , Harry Kesten , Yuval Peres , Oded Schramm

We construct the ordinary irreducible representations of the group of automorphisms of a finite rooted tree and we get a natural parametrization of them. To achieve this goals, we introduce and study the combinatorics of tree compositions,…

表示论 · 数学 2025-04-15 Fabio Scarabotti

Composed ensembles of random unitary matrices are defined via products of matrices, each pertaining to a given canonical circular ensemble of Dyson. We investigate statistical properties of spectra of some composed ensembles and demonstrate…

chao-dyn · 物理学 2009-10-30 Marcin Pozniak , Karol Zyczkowski , Marek Kus

We study a random fragmentation process and its associated random tree. The process has earlier been studied by Dean and Majumdar (J. Phys. A: Math. Gen., vol. 35, L501--L507), who found a phase transition: the number of fragmentations is…

概率论 · 数学 2007-05-23 S. Janson , R. Neininger

The binomial random bipartite graph $G(n,n,p)$ is the random graph formed by taking two partition classes of size $n$ and including each edge between them independently with probability $p$. It is known that this model exhibits a similar…

组合数学 · 数学 2023-06-30 Tuan Anh Do , Joshua Erde , Mihyun Kang , Michael Missethan

We study the problem of the existence of a giant component in a random multipartite graph. We consider a random multipartite graph with $p$ parts generated according to a given degree sequence $n_i^{\mathbf{d}}(n)$ which denotes the number…

概率论 · 数学 2014-01-23 David Gamarnik , Sidhant Misra

The concern of this paper is a famous combinatorial formula known under the name "exponential formula". It occurs quite naturally in many contexts (physics, mathematics, computer science). Roughly speaking, it expresses that the exponential…

离散数学 · 计算机科学 2010-11-04 L. Poinsot , G. H. E. Duchamp , S. Goodenough , K. A. Penson

We study the component structure of the random graph $G=G_{n,m,d}$. Here $d=O(1)$ and $G$ is sampled uniformly from ${\mathcal G}_{n,m,d}$, the set of graphs with vertex set $[n]$, $m$ edges and maximum degree at most $d$. If $m=\mu n/2$…

组合数学 · 数学 2021-06-04 Alan Frieze , Tomasz Tkocz

We study the structure of the asymptotic expansion of the probability that a combinatorial object is connected. We show that the coefficients appearing in those asymptotics are integers and can be interpreted as the counting sequences of…

组合数学 · 数学 2024-01-02 Thierry Monteil , Khaydar Nurligareev