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We develop a new sampling method to estimate eigenvector centrality on incomplete networks. Our goal is to estimate this global centrality measure having at disposal a limited amount of data. This is the case in many real-world scenarios…

社会与信息网络 · 计算机科学 2020-10-29 Nicolò Ruggeri , Caterina De Bacco

In networking applications, one often wishes to obtain estimates about the number of objects at different parts of the network (e.g., the number of cars at an intersection of a road network or the number of packets expected to reach a node…

社会与信息网络 · 计算机科学 2020-06-22 Harshal A. Chaudhari , Michael Mathioudakis , Evimaria Terzi

Evaluation of link prediction methods is a hard task in very large complex networks because of the inhibitive computational cost. By setting a lower bound of the number of common neighbors (CN), we propose a new framework to efficiently and…

物理与社会 · 物理学 2016-05-04 Wei Cui , Cunlai Pu , Zhongqi Xu

The links of a physical network cannot cross, which often forces the network layout into non-optimal entangled states. Here we define a network fabric as a two-dimensional projection of a network and propose the average crossing number as a…

无序系统与神经网络 · 物理学 2024-03-05 Cory Glover , Albert-László Barabási

Numerous problems of both theoretical and practical interest are related to finding shortest (or otherwise optimal) paths in networks, frequently in the presence of some obstacles or constraints. A somewhat related class of problems focuses…

统计力学 · 物理学 2021-03-01 Ricardo Gutiérrez , Carlos Pérez-Espigares

How to observe the state of a network from a limited number of measurements has become an important issue in complex networks, engineering, communication, epidemiology, etc. Under some scenarios, it is neither unfeasible nor unnecessary to…

物理与社会 · 物理学 2022-12-01 Yifan Sun , Zhengyang Sun

Most real-world networks are incompletely observed. Algorithms that can accurately predict which links are missing can dramatically speedup the collection of network data and improve the validity of network models. Many algorithms now exist…

机器学习 · 统计学 2020-10-05 Amir Ghasemian , Homa Hosseinmardi , Aram Galstyan , Edoardo M. Airoldi , Aaron Clauset

We consider the following problem : we have a high-resolution street network of a given city, and low-resolution measurements of traffic within this city. We want to associate to each measurement the set of streets corresponding to the…

社会与信息网络 · 计算机科学 2024-05-24 Bastien Legay , Matthieu Latapy

This essay provides a comprehensive analysis of the optimization and performance evaluation of various routing algorithms within the context of computer networks. Routing algorithms are critical for determining the most efficient path for…

网络与互联网体系结构 · 计算机科学 2024-02-27 Xunchi Ma

A recent advance in networking is the deployment of path-aware multipath network architectures, where network endpoints are given multiple network paths to send their data on. In this work, we tackle the challenge of selecting paths for…

网络与互联网体系结构 · 计算机科学 2024-05-08 Cyrill Krähenbühl , Seyedali Tabaeiaghdaei , Simon Scherrer , Matthias Frei , Adrian Perrig

A majority of real life networks are weighted and sparse. The present article aims at characterization of weighted networks based on sparsity, as a measure of inherent diversity, of different network parameters. It utilizes sparsity index…

离散数学 · 计算机科学 2021-01-12 Swati Goswami , Asit K. Das , Subhas C. Nandy

Studying on networked systems, in which a communication between nodes is functional if their distance under a given metric is lower than a pre-defined threshold, has received significant attention recently. In this work, we propose a metric…

数据结构与算法 · 计算机科学 2020-09-22 Lan N. Nguyen , My T. Thai

Exploring statistics of locally connected subgraph patterns (also known as network motifs) has helped researchers better understand the structure and function of biological and online social networks (OSNs). Nowadays the massive size of…

社会与信息网络 · 计算机科学 2014-03-28 Pinghui Wang , John C. S. Lui , Bruno Ribeiro , Don Towsley , Junzhou Zhao , Xiaohong Guan

Network reliability is an important metric to evaluate the connectivity among given vertices in uncertain graphs. Since the network reliability problem is known as #P-complete, existing studies have used approximation techniques. In this…

数据结构与算法 · 计算机科学 2020-09-08 Yuya Sasaki , Yasuhiro Fujiwara , Makoto Onizuka

The application of network analysis has found great success in a wide variety of disciplines; however, the popularity of these approaches has revealed the difficulty in handling networks whose complexity scales rapidly. One of the main…

统计方法学 · 统计学 2023-10-24 Anna Malinovskaya , Philipp Otto

Link prediction is a popular research area with important applications in a variety of disciplines, including biology, social science, security, and medicine. The fundamental requirement of link prediction is the accurate and effective…

信息检索 · 计算机科学 2015-05-18 Yang Yang , Ryan N. Lichtenwalter , Nitesh V. Chawla

Networks are a useful representation for data on connections between units of interests, but the observed connections are often noisy and/or include missing values. One common approach to network analysis is to treat the network as a…

统计方法学 · 统计学 2017-05-22 Yun-Jhong Wu , Elizaveta Levina , Ji Zhu

We approach the problem of linear network coding for multicast networks from different perspectives. We introduce the notion of the coding points of a network, which are edges of the network where messages combine and coding occurs. We give…

Online social network services provide a platform for human social interactions. Nowadays, many kinds of online interactions generate large-scale social network data. Network analysis helps to mine knowledge and pattern from the…

社会与信息网络 · 计算机科学 2021-02-19 Andry Alamsyah , Yahya Peranginangin , Intan Muchtadi-Alamsyah , Budi Rahardjo , Kuspriyanto

Mapping the Internet generally consists in sampling the network from a limited set of sources by using traceroute-like probes. This methodology, akin to the merging of different spanning trees to a set of destination, has been argued to…

网络与互联网体系结构 · 计算机科学 2011-11-09 Luca Dall'Asta , Ignacio Alvarez-Hamelin , Alain Barrat , Alexei Vazquez , Alessandro Vespignani