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S. Atalla

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2026

Probabilistic Transfer Learning for Cognitive LOS/NLOS Identification in Indoor UWB Networks

Accurate perception of the propagation environment is a fundamental requirement for cognitive wireless systems operating in complex indoor scenarios. In ultra-wideband (UWB) networks, reliable line-of-sight (LOS) identification plays a critical role in enabling adaptive ranging, localization, and context-aware network...

S. Titouni, M. Belazzoug, Hammache Boualem et al. · 0 citations
Conference Open access 2026

Data-Driven Multi-Horizon Taxi Demand Forecasting Using Transformer-Based Temporal Modeling

This work studies multi-horizon taxi demand prediction as the task of learning a mapping from past observations to multiple future demand values under temporal dependence and uncertainty, and suggests that successful multi-horizon forecasting requires global temporal interaction and explicit quantification of uncertain...

Magesh Rajakumar, C. Markarian, S. Atalla · 0 citations

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