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We propose a generalized model for uniform recursive tree (URT) by introducing an imperfect growth process, which may generate disconnected components (clusters). The model undergoes an interesting phase transition from a singly connected…

统计力学 · 物理学 2008-04-18 Zhongzhi Zhang , Shuigeng Zhou , Shanghong Zhao , Jihong Guan , Tao Zou

Decision trees have long been recognized as models of choice in sensitive applications where interpretability is of paramount importance. In this paper, we examine the computational ability of Boolean decision trees in deriving, minimizing,…

We present convincing empirical evidence for an effective and general strategy for building accurate small models. Such models are attractive for interpretability and also find use in resource-constrained environments. The strategy is to…

机器学习 · 计算机科学 2024-04-30 Abhishek Ghose

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

Phylogenetic networks generalize phylogenetic trees by allowing the modelization of events of reticulate evolution. Among the different kinds of phylogenetic networks that have been proposed in the literature, the subclass of binary…

数据结构与算法 · 计算机科学 2020-07-01 Gabriel Cardona , Joan Carles Pons , Celine Scornavacca

The constant rate birth--death process is a popular null model for speciation and extinction. If one removes extinct and non-sampled lineages, this process induces `reconstructed trees' which describe the relationship between extant…

概率论 · 数学 2011-08-01 Tanja Stadler , Mike Steel

Random network models, constrained to reproduce specific statistical features, are often used to represent and analyze network data and their mathematical descriptions. Chief among them, the configuration model constrains random networks by…

社会与信息网络 · 计算机科学 2025-01-28 Laurent Hébert-Dufresne , Jean-Gabriel Young , Alexander Daniels , Alec Kirkley , Antoine Allard

Many biological studies involve inferring the evolutionary history of a sample of individuals from a large population and interpreting the reconstructed tree. Such an ascertained tree typically represents only a small part of a…

种群与进化 · 定量生物学 2024-08-13 Michael Celentano , William S. DeWitt , Sebastian Prillo , Yun S. Song

Tree-child networks are a recently-described class of directed acyclic graphs that have risen to prominence in phylogenetics (the study of evolutionary trees and networks). Although these networks have a number of attractive mathematical…

概率论 · 数学 2023-01-10 François Bienvenu , Amaury Lambert , Mike Steel

Geometry of networks endowed with a causal structure is discussed using the conventional framework of equilibrium statistical mechanics. The popular growing network models appear as particular causal models. We focus on a class of tree…

统计力学 · 物理学 2009-11-07 P. Bialas , Z. Burda , J. Jurkiewicz , A. Krzywicki

How big is the risk that a few initial failures of nodes in a network amplify to large cascades that span a substantial share of all nodes? Predicting the final cascade size is critical to ensure the functioning of a system as a whole. Yet,…

物理与社会 · 物理学 2018-02-12 Rebekka Burkholz , Hans J. Herrmann , Frank Schweitzer

The use of machine learning algorithms in finance, medicine, and criminal justice can deeply impact human lives. As a consequence, research into interpretable machine learning has rapidly grown in an attempt to better control and fix…

机器学习 · 计算机科学 2021-02-02 Thibaut Vidal , Toni Pacheco , Maximilian Schiffer

We discuss the geometry of trees endowed with a causal structure using the conventional framework of equilibrium statistical mechanics. We show how this ensemble is related to popular growing network models. In particular we demonstrate…

统计力学 · 物理学 2007-05-23 P. Bialas

Given an $\mathbb{N}$-weighted tree automaton, we give a decision procedure for exponential vs polynomial growth (with respect to the input size) in quadratic time, and an algorithm that computes the exact polynomial degree of growth in…

形式语言与自动机理论 · 计算机科学 2026-01-07 Paul Gallot , Nathan Lhote , Lê Thành Dũng Nguyên

This paper introduces a new combinatorial framework for modeling the growth of binary trees through a discrete evolution process that incorporates a growing rule and an extinction rule. Building upon the theory of increasingly labeled…

组合数学 · 数学 2026-03-30 Olivier Bodini , Antoine Genitrini , Khaydar Nurligareev

The tree based representation described in this paper, hereditarily binary numbers, applies recursively a run-length compression mechanism that enables computations limited by the structural complexity of their operands rather than by their…

编程语言 · 计算机科学 2013-07-18 Paul Tarau

Using a simple model with link removals as well as link additions, we show that an evolving network is scale free with a degree exponent in the range of (2, 4]. We then establish a relation between the network evolution and a set of…

数学物理 · 物理学 2007-05-23 Dinghua Shi , Liming Liu , Xiang Zhu , Huijie Zhou , Binbin Wang

Phylogenetic networks are an extension of phylogenetic trees that allow for the representation of reticulate evolution events. One of the classes of networks that has gained the attention of the scientific community over the last years is…

种群与进化 · 定量生物学 2023-08-01 Gabriel Cardona , Gerard Ribas , Joan Carles Pons

We introduce a new oriented evolving graph model inspired by biological networks. A node is added at each time step and is connected to the rest of the graph by random oriented edges emerging from older nodes. This leads to a statistical…

无序系统与神经网络 · 物理学 2023-04-10 Michel Bauer , Denis Bernard

In this review, we discuss the applications of the theory of birth-and-death processes to problems in biology, primarily, those of evolutionary genomics. The mathematical principles of the theory of these processes are briefly described.…

定量方法 · 定量生物学 2007-05-23 Artem S. Novozhilov , Georgy P. Karev , Eugene V. Koonin
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