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There has been a recent surge in learning generative models for graphs. While impressive progress has been made on static graphs, work on generative modeling of temporal graphs is at a nascent stage with significant scope for improvement.…

机器学习 · 计算机科学 2022-08-26 Shubham Gupta , Sahil Manchanda , Srikanta Bedathur , Sayan Ranu

Distributed decision making in multi-agent networks has recently attracted significant research attention thanks to its wide applicability, e.g. in the management and optimization of computer networks, power systems, robotic teams, sensor…

最优化与控制 · 数学 2018-11-13 Carlo Cenedese , Yu Kawano , Sergio Grammatico , Ming Cao

Graph processes that unfold in continuous time are of obvious theoretical and practical interest. Particularly useful are those whose long-term behavior converges to a graph distribution of known form. Here, we review some of the conditions…

统计方法学 · 统计学 2023-02-24 Carter T. Butts

Exponential Random Graph Models (ERGM) behave peculiar in large networks with thousand(s) of actors (nodes). Standard models containing two-star or triangle counts as statistics are often unstable leading to completely full or empty…

应用统计 · 统计学 2016-04-19 Stephanie Thiemichen , Göran Kauermann

A broad set of empirical phenomenon in the study of social, economic and machine behaviour can be modelled as complex systems with averaging dynamics. However many of these models naturally result in consensus or consensus-like outcomes. In…

多智能体系统 · 计算机科学 2020-07-03 Orowa Sikder

We introduce a model of adaptive temporal networks whose evolution is regulated by an interplay between node activity and dynamic exchange of information through links. We study the model by using a master equation approach. Starting from a…

物理与社会 · 物理学 2016-04-18 Takaaki Aoki , Luis E. C. Rocha , Thilo Gross

Social science research increasingly benefits from statistical methods for understanding the structured nature of social life, including for social network data. However, the application of statistical network models within large-scale…

社会与信息网络 · 计算机科学 2020-02-05 Alex D. Stivala , H. Colin Gallagher , David A. Rolls , Peng Wang , Garry L. Robins

We develop a behavioral asset pricing model in which agents trade in a market with information friction. Profit-maximizing agents switch between trading strategies in response to dynamic market conditions. Due to noisy private information…

交易与市场微观结构 · 定量金融 2019-05-02 Zhentao Shi , Huanhuan Zheng

Recent technological advances have made it easier to collect large and complex networks of time-stamped relational events connecting two or more entities. Relational hyper-event models (RHEMs) aim to explain the dynamics of these events by…

统计方法学 · 统计学 2025-12-02 Martina Boschi , Jürgen Lerner , Ernst C. Wit

Dynamic network data have become ubiquitous in social network analysis, with new information becoming available that captures when friendships form, when corporate transactions happen and when countries interact with each other. Flexible…

应用统计 · 统计学 2023-05-16 Yunran Chen , Alexander Volfovsky

The focus of this paper is an approach to the modeling of longitudinal social network or relational data. Such data arise from measurements on pairs of objects or actors made at regular temporal intervals, resulting in a social network for…

统计方法学 · 统计学 2011-08-18 Anton H. Westveld , Peter D. Hoff

Complex networks are a great tool for simulating the outcomes of different strategies used within the iterated prisoners' dilemma game. However, because the strategies themselves rely on the connection between nodes, then initial network…

物理与社会 · 物理学 2022-08-30 Louis Zhao , Chen Ye Gan , Minglu Zhao

Real-world temporal data often consists of multiple signal types recorded at irregular, asynchronous intervals. For instance, in the medical domain, different types of blood tests can be measured at different times and frequencies,…

Networks of contacts capable of spreading infectious diseases are often observed to be highly heterogeneous, with the majority of individuals having fewer contacts than the mean, and a significant minority having relatively very many…

物理与社会 · 物理学 2016-12-21 César Parra-Rojas , Thomas House , Alan J. McKane

We propose a statistical model for weighted temporal networks capable of measuring the level of heterogeneity in a financial system. Our model focuses on the level of diversification of financial institutions; that is, whether they are more…

应用统计 · 统计学 2018-08-15 Juraj Hledik , Riccardo Rastelli

This paper develops strategic foundations for an important statistical model of random networks with heterogeneous expected degrees. Based on this, we show how social networking services that subtly alter the costs and indirect benefits of…

应用统计 · 统计学 2010-04-09 Benjamin Golub , Yair Livne

Resource allocation in tactical ad-hoc networks presents unique challenges due to their dynamic and multi-hop nature. Accurate prediction of future network connectivity is essential for effective resource allocation in such environments. In…

机器学习 · 计算机科学 2024-07-16 Junhua Liu , Justin Albrethsen , Lincoln Goh , David Yau , Kwan Hui Lim

We consider trading indivisible and easily transferable \emph{durable goods}, which are goods that an agent can receive, use, and trade again for a different good. This is often the case with books that can be read and later exchanged for…

计算机科学与博弈论 · 计算机科学 2021-10-28 Sigal Oren , Oren Roth

The study of international relations by definition deals with interdependencies among countries. One form of interdependence between countries is the diffusion of country-level features, such as policies, political regimes, or conflict. In…

应用统计 · 统计学 2019-03-22 Johan A. Elkink , Thomas U. Grund

Networks are a fundamental and flexible way of representing various complex systems. Many domains such as communication, citation, procurement, biology, social media, and transportation can be modeled as a set of entities and their…

社会与信息网络 · 计算机科学 2020-08-07 Sumit Purohit , Lawrence B. Holder , George Chin