A powerful lens for temporal network analysis: temporal motifs

A powerful lens for temporal network analysis: temporal motifs

Blog Article

Abstract Temporal networks serve as a potent representation framework facilitating the comprehension and characterization of diverse complex systems.Whether examining face-to-face human contacts, financial transactions, or computer communications, these interactions can be conceptualized as temporal networks, wherein activities occur intermittently at specific time points.While nordic forge rounding hammer significant progress has been made in static network analysis and the handling of temporal/sequential data, the current state-of-the-art techniques for temporal network analysis are not sufficiently mature to effectively address the challenges posed by real-world continuous-time temporal networks, such as their diverse nature, unclear scale, and massive size.In this perspective article, we argue that temporal motifs are a powerful lens and promise potential to be a standard method for temporal network mining.

We first summarize various approaches for modeling temporal motifs and discuss the inherent challenges due to the diverse nature of temporal networks.We then explore a multitude of temporal network mining applications that have effectively employed temporal motifs, spanning from financial network analysis to temporal graph generation.This exploration aims to offer practical insights to practitioners on how to effectively model and leverage temporal motifs.Lastly, we present a comprehensive overview of existing challenges that hinder the broader adoption of temporal motifs and highlight several potential future directions for t jazelle bracelet research and development in this domain.