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Deeper and wider CNNs are known to provide improved performance for deep learning tasks. However, most such networks have poor performance gain per parameter increase. In this paper, we investigate whether the gain observed in deeper models…

计算机视觉与模式识别 · 计算机科学 2021-08-20 Arnav Chavan , Udbhav Bamba , Rishabh Tiwari , Deepak Gupta

Many real-world networks display a natural bipartite structure. Investigating it based on the original structure is helpful to get deep understanding about the networks. In this paper, some real-world bipartite networks are collected and…

物理与社会 · 物理学 2008-04-25 Peng Zhang , Menghui Li , J. F. F. Mendes , Zengru Di , Ying Fan

We study the following paradox associated with networks growing according to superlinear preferential attachment: superlinear preference cannot produce scale-free networks in the thermodynamic limit, but there are superlinearly growing…

统计力学 · 物理学 2008-08-23 Paul Krapivsky , Dmitri Krioukov

Here, we propose a class of scale-free networks $G(t;m)$ with some intriguing properties, which can not be simultaneously held by all the theoretical models with power-law degree distribution in the existing literature, including (i)…

社会与信息网络 · 计算机科学 2020-10-29 Fei Ma , Xiaomin Wang , Ping Wang

A weighted recursive tree is an evolving tree in which vertices are assigned random vertex-weights and new vertices connect to a predecessor with a probability proportional to its weight. Here, we study the maximum degree and near-maximum…

概率论 · 数学 2023-01-31 Laura Eslava , Bas Lodewijks , Marcel Ortgiese

In this paper, we propose a new model that allows us to investigate this competitive aspect of real networks in quantitative terms. Through theoretical analysis and numerical simulations, we find that the competitive network have the…

物理与社会 · 物理学 2015-05-05 Jin-Li Guo , Chao Fan , Ya-Li Ji

Scale-free networks are characterized by a degree distribution with power-law behavior and have been shown to arise in many areas, ranging from the World Wide Web to transportation or social networks. Degree distributions of observed…

数据分析、统计与概率 · 物理学 2009-11-11 C. C. Leary , M. Schwehm , M. Eichner , H. P. Duerr

Several kinds of walks on complex networks are currently used to analyze search and navigation in different systems. Many analytical and computational results are known for random walks on such networks. Self-avoiding walks (SAWs) are…

无序系统与神经网络 · 物理学 2009-11-10 Carlos P. Herrero

In order to take the weight of connection into consideration and to find a natural measurement of weight, we have collected papers in Econophysics and constructed a network of scientific communication to integrate idea transportation among…

其他凝聚态物理 · 物理学 2007-05-23 Menghui Li , Ying Fan , Jiawei Chen , Liang Gao , Zengru Di , Jinshan Wu

A random network is grown by introducing at unit rate randomly selected nodes on the Euclidean space. A node is randomly connected to its $i$-th predecessor of degree $k_i$ with a directed link of length $\ell$ using a probability…

统计力学 · 物理学 2009-11-07 S. S. Manna , Parongama Sen

We formulate a general model for the growth of scale-free networks under filtering information conditions--that is, when the nodes can process information about only a subset of the existing nodes in the network. We find that the…

统计力学 · 物理学 2009-11-07 Stefano Mossa , Marc Barthelemy , H. Eugene Stanley , Luis A. Nunes Amaral

We develop a statistical theory to characterize correlations in weighted networks. We define the appropriate metrics quantifying correlations and show that strictly uncorrelated weighted networks do not exist due to the presence of…

无序系统与神经网络 · 物理学 2009-11-11 M. Angeles Serrano , Marian Boguna , Romualdo Pastor-Satorras

We study the growth of random networks under a constraint that the diameter, defined as the average shortest path length between all nodes, remains approximately constant. We show that if the graph maintains the form of its degree…

统计力学 · 物理学 2007-05-23 Rajan M. Lukose , Lada A. Adamic

This paper is concerned with the characterization of the relationship between topology and traffic dynamics. We use a model of network generation that allows the transition from random to scale free networks. Specifically, we consider three…

网络与互联网体系结构 · 计算机科学 2007-05-23 David Arrowsmith , Mario di Bernardo , Francesco Sorrentino

While previous works have shown that an overwhelming number of scale-free networks are sparse, there still exist some real-world networks including social networks, urban networks, information networks, which are by observation dense. In…

社会与信息网络 · 计算机科学 2020-10-29 Fei Ma , Xiaomin Wang , Ping Wang , Xudong Luo

We study the traffic-driven epidemic spreading on scale-free networks with tunable degree distribution. The heterogeneity of networks is controlled by the exponent $\gamma$ of power-law degree distribution. It is found that the epidemic…

物理与社会 · 物理学 2018-02-14 Han-Xin Yang , Bing-Hong Wang

Inspired by studies on the airports' network and the physical Internet, we propose a general model of weighted networks via an optimization principle. The topology of the optimal network turns out to be a spanning tree that minimizes a…

物理与社会 · 物理学 2009-11-11 Marc Barthelemy , Alessandro Flammini

Real-world networks tend to be scale free, having heavy-tailed degree distributions with more hubs than predicted by classical random graph generation methods. Preferential attachment and growth are the most commonly accepted mechanisms…

离散数学 · 计算机科学 2022-07-20 Josh Johnston , Tim Andersen

A growing family of random graphs is called robust if it retains a giant component after percolation with arbitrary positive retention probability. We study robustness for graphs, in which new vertices are given a spatial position on the…

概率论 · 数学 2015-04-08 Emmanuel Jacob , Peter Morters

Unlike the well-studied models of growing networks, where the dominant dynamics consist of insertions of new nodes and connections, and rewiring of existing links, we study {\em ad hoc} networks, where one also has to contend with rapid and…

无序系统与神经网络 · 物理学 2009-11-10 Nima Sarshar , Vwani Roychowdhury
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