[图书][B] A guide to temporal networks

N Masuda, R Lambiotte - 2016 - World Scientific
A network is a collection of nodes and edges, where an edge connects two nodes. Many
social, natural and engineered systems can be represented as networks. Examples include …

Nonlinearity+ networks: A 2020 vision

MA Porter - Emerging frontiers in nonlinear science, 2020 - Springer
I briefly survey several fascinating topics in networks and nonlinearity. I highlight a few
methods and ideas, including several of personal interest, that I anticipate to be especially …

From temporal network data to the dynamics of social relationships

V Gelardi, D Le Bail, A Barrat… - Proceedings of the …, 2021 - royalsocietypublishing.org
Networks are well-established representations of social systems, and temporal networks are
widely used to study their dynamics. However, going from temporal network data (ie a …

Tunable eigenvector-based centralities for multiplex and temporal networks

D Taylor, MA Porter, PJ Mucha - Multiscale Modeling & Simulation, 2021 - SIAM
Characterizing the importances (ie, centralities) of nodes in social, biological, and
technological networks is a core topic in both network analysis and data science. We …

Temporal link prediction based on node dynamics

J Wu, L He, T Jia, L Tao - Chaos, Solitons & Fractals, 2023 - Elsevier
Temporal link prediction (TLP) aims to predict future links and is attracting increasing
attention. The diverse interaction patterns and nonlinear nature of temporal networks make it …

CHIP: a Hawkes process model for continuous-time networks with scalable and consistent estimation

M Arastuie, S Paul, K Xu - Advances in neural information …, 2020 - proceedings.neurips.cc
In many application settings involving networks, such as messages between users of an on-
line social network or transactions between traders in financial markets, the observed data …

Spline tie-decay temporal networks

C Thongprayoon, N Masuda - arXiv preprint arXiv:2408.11913, 2024 - arxiv.org
Increasing amounts of data are available on temporal, or time-varying, networks. There have
been various representations of temporal network data each of which has different …

[HTML][HTML] Theorizing the concept of social tie using frames

O Lizardo - Social Networks, 2024 - Elsevier
Abstract In classical Social Network Analysis (SNA), what counted as a “social tie” was fixed
by available data collection methods. The emergence of large-scale unobtrusive data …

Embedding and trajectories of temporal networks

C Thongprayoon, L Livi, N Masuda - IEEE Access, 2023 - ieeexplore.ieee.org
Temporal network data are increasingly available in various domains, and often represent
highly complex systems with intricate structural and temporal evolutions. Due to the difficulty …

Scalable Temporal Motif Densest Subnetwork Discovery

I Sarpe, F Vandin, A Gionis - Proceedings of the 30th ACM SIGKDD …, 2024 - dl.acm.org
Finding dense subnetworks, with density based on edges or more complex structures, such
as subgraphs or k-cliques, is a fundamental algorithmic problem with many applications …