A Review of Temporal Networks: Operations and Applications

Aaqib Zahoor (), Iqra Altaf Gillani () and Janib ul Bashir ()
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Aaqib Zahoor: NIT Srinagar
Iqra Altaf Gillani: NIT Srinagar
Janib ul Bashir: NIT Srinagar

The Review of Socionetwork Strategies, 2025, vol. 19, issue 2, 183-236

Abstract: Abstract Temporal networks offer a powerful lens for understanding systems where relationships evolve, ranging from human interactions and communication patterns to transport and biological processes. As research in this area expands, so does the need for a structured and application-driven review. In this paper, we go beyond traditional surveys by introducing a fresh organisational perspective grounded in operations rather than only models or applications. We first examine major representation techniques, categorised by temporal granularity and the level of structural detail preserved. Building on this, we propose a novel taxonomy that groups temporal network operations into five core classes: analytical, topological, traversal-based, NP-complete, and data-handling. This classification bridges algorithmic methods with practical needs, helping researchers navigate the space more effectively. For each class, we highlight key operations and demonstrate their impact. By linking how temporal networks are represented to how they are analysed, this review offers a clear and unified guide for selecting the right tools and advancing the field in both theory and practice.

Keywords: Social Networks; Temporal Networks; Computational Social Science; Diffusion Models (search for similar items in EconPapers)
Date: 2025
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DOI: 10.1007/s12626-025-00187-5

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