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Author

Shinnazar Seytnazarov

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Open access Aug 2026

When Data Augmentation Falls Short: Wi-Fi Fingerprint-Based Indoor Localization Revisited

Generative data augmentation has been widely explored in Wi-Fi fingerprint-based indoor localization to reduce the cost of dense radiomap construction, with many studies reporting substantial localization improvements. However, these comparisons typically rely on default or weakly optimized baseline regressors, making...

Nurbek Malikov, Marko Ristin, Shinnazar Seytnazarov · 0 citations
Open access Aug 2026

Joint Modeling of Throughput, Service Time, and Queue Length in IEEE 802.11 WLANs with Frame Aggregation and Unsaturated Traffic Load

A performance model for 802.11 networks with frame aggregation under unsaturated traffic in which the aggregation size and service time emerge dynamically from the offered traffic load, the random backoff process, and the number of stations rather than from any of these simplifying assumptions is developed.

Shinnazar Seytnazarov, Sain Saginbekov, D. Jeong et al. · 0 citations

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