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Bipartite (two-mode) networks are important in the analysis of social and economic systems as they explicitly show conceptual links between different types of entities. However, applications of such networks often work with a projected…

物理与社会 · 物理学 2019-03-05 Demival Vasques Filho , Dion R. J. O'Neale

Dynamical processes, such as the diffusion of knowledge, opinions, pathogens, "fake news", innovation, and others, are highly dependent on the structure of the social network on which they occur. However, questions on why most social…

物理与社会 · 物理学 2020-05-13 Demival Vasques Filho , Dion R. J. O'Neale

Despite the abundance of bipartite networked systems, their organizing principles are less studied, compared to unipartite networks. Bipartite networks are often analyzed after projecting them onto one of the two sets of nodes. As a result…

物理与社会 · 物理学 2017-03-10 Maksim Kitsak , Fragkiskos Papadopoulos , Dmitri Krioukov

Bipartite networks are a well known strategy to study a variety of phenomena. The commonly used method to deal with this type of network is to project the bipartite data into a unipartite weighted graph and then using a backboning technique…

社会与信息网络 · 计算机科学 2019-06-24 Michele Coscia , Luca Rossi

A number of real-world networks are, in fact, one-mode projections of bipartite networks comprised of two types of nodes. For institutions engaging in collaboration for technological innovation, the underlying network is bipartite with…

物理与社会 · 物理学 2020-05-05 D. Vasques Filho , Dion R. J. O'Neale

The one-mode projecting is extensively used to compress the bipartite networks. Since the one-mode projection is always less informative than the bipartite representation, a proper weighting method is required to better retain the original…

物理与社会 · 物理学 2011-11-10 Tao Zhou , Jie Ren , Matus Medo , Yi-Cheng Zhang

We introduce and study random bipartite networks with hidden variables. Nodes in these networks are characterized by hidden variables which control the appearance of links between node pairs. We derive analytic expressions for the degree…

数据分析、统计与概率 · 物理学 2015-03-19 Maksim Kitsak , Dmitri Krioukov

Focus theory describes how shared memberships, social statuses, beliefs, and places can facilitate the formation of social ties, while two-mode projections provide a method for transforming two-mode data on individuals' memberships in…

社会与信息网络 · 计算机科学 2022-08-05 Zachary P. Neal

We study the growth of bipartite networks in which the number of nodes in one of the partitions is kept fixed while the other partition is allowed to grow. We study random and preferential attachment as well as combination of both. We…

无序系统与神经网络 · 物理学 2009-11-13 Fernando Peruani , Monojit Choudhury , Animesh Mukherjee , Niloy Ganguly

The standard and fractional projections are extended from binary two-mode networks to weighted two-mode networks. Some interesting properties of the extended projections are proved.

社会与信息网络 · 计算机科学 2023-07-18 Vladimir Batagelj

Graph datasets are frequently constructed by a projection of a bipartite graph, where two nodes are connected in the projection if they share a common neighbor in the bipartite graph; for example, a coauthorship graph is a projection of an…

社会与信息网络 · 计算机科学 2020-07-03 Austin R. Benson , Paul Liu , Hao Yin

Modularity is one of the most prominent properties of real-world complex networks. Here, we address the issue of module identification in two important classes of networks: bipartite networks and directed unipartite networks. Nodes in…

数据分析、统计与概率 · 物理学 2011-11-10 R. Guimera , M. Sales-Pardo , L. A. N. Amaral

We examined the structure of projections of random bipartite networks characterized by the degree distribution of individual and group nodes through the generating function method. We decomposed a projection into two subgraphs, the giant…

物理与社会 · 物理学 2024-03-11 Yuka Fujiki , Shogo Mizutaka

Bipartite Graph is often a realistic model of complex networks where two different sets of entities are involved and relationship exist only two entities belonging to two different sets. Examples include the user-item relationship of a…

社会与信息网络 · 计算机科学 2017-07-05 Suman Banerjee , Mamata Jenamani , Dilip Kumar Pratihar

Our ability to control a whole network can be achieved via a small set of driver nodes. While the minimum number of driver nodes needed for control is fixed in a given network, there are multiple choices for the driver node set. A quantity…

物理与社会 · 物理学 2025-04-15 Xiaoyao Yu , Yongqing Liang , Xiaomeng Wang , Tao Jia

There are two main categories of networks that are investigated in the complexity physics community: monopartite and bipartite networks. In this letter, we report a general finding between these two classes. If a random bipartite network is…

物理与社会 · 物理学 2023-04-25 Izat B. Baybusinov , Enrico Maria Fenoaltea , Yi-Cheng Zhang

We study collaboration networks in terms of evolving, self-organizing bipartite graph models. We propose a model of a growing network, which combines preferential edge attachment with the bipartite structure, generic for collaboration…

统计力学 · 物理学 2009-11-10 Jose J. Ramasco , S. N. Dorogovtsev , Romualdo Pastor-Satorras

Bipartite networks provide a major insight into the organisation of many real-world systems. One of the most relevant issues encountered when modelling a bipartite network is that of facing the information shortage concerning intra-layer…

物理与社会 · 物理学 2025-07-11 Anna Gallo , Fabio Saracco , Tiziano Squartini

We focus on the role played by the node degree distribution on the way collective phenomena emerge on complex networks. To address this question, we focus analytically on a typical model for cooperative behaviour, the Majority Rule, applied…

物理与社会 · 物理学 2007-06-13 R. Lambiotte

The goal of is to study how increased variability in the degree distribution impacts the global connectivity properties of a large network. We approach this question by modeling the network as a uniform random graph with a given degree…

社会与信息网络 · 计算机科学 2017-02-24 Lasse Leskelä , Hoa Ngo
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