Thinning-Stable Point Processes as a Model for Spatial Burstiness

In modern telecommunications, spatial burstiness of data traffic poses challenges to traditional Poisson-based models. This paper describes application of thinning-stable point processes, which provide a more appropriate framework for modeling bursty spatial data. We discuss their properties, representation, inference methods, and applications, demonstrating the advantages over classical approaches.

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Published
2025-05-26
DOI
https://doi.org/10.23919/wiopt66569.2025.11123357
Primary Topic
Diffusion and Search Dynamics
Type
article
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article

Thinning-Stable Point Processes as a Model for Spatial Burstiness

Sergei Zuyev
Diffusion and Search Dynamics
article

Thinning-Stable Point Processes as a Model for Spatial Burstiness

Sergei Zuyev
article en

Abstract

In modern telecommunications, spatial burstiness of data traffic poses challenges to traditional Poisson-based models. This paper describes application of thinning-stable point processes, which provide a more appropriate framework for modeling bursty spatial data. We discuss their properties, representation, inference methods, and applications, demonstrating the advantages over classical approaches.

Chalmers University of Technology (SE)
Openalex Percentile: Top 80%
Diffusion and Search Dynamics
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Thinning-Stable Point Processes as a Model for Spatial Burstiness — Sergei Zuyev · (2025) | TGRS Research Map | TGRS