Author

T. Panagiotakopoulos

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Open access Aug 2026

Machine Learning Approaches for Ozone Forecasting in Urban and Rural Areas of Greece: A Comparative Study Using an IoT Monitoring Network

Ground-level ozone (O3) is a secondary photochemical pollutant whose formation under intense Mediterranean solar radiation makes Greece prone to elevated concentrations, with well-documented respiratory and cardiovascular health effects. Forecasting of ozone in Greece has nonetheless remained limited: prior work has be...

Y. Kiouvrekis, Christos E. Christakis, I. Tsilikas et al. · Electronics · 1 citation

Open access Oct 2026

Forecasting of PM2.5/PM10 Using Machine Learning: A Benchmarking Study Based on Open Air Quality IoT Datasets

The results indicate that model selection for PM forecasting should be validated across multiple evaluation windows rather than a single split, that conventional statistical baselines remain a necessary comparison point, and that reported gains from more complex architectures should be interpreted cautiously in light o...

Ioannis Psomadakis, Christos E. Christakis, Christina L. Metallidou et al. · Electronics · 0 citations

Review Open access Sep 2026

Bridging Knowledge and Learning: A Multi-Axis Analytical Survey for Neurosymbolic Artificial Intelligence

Neurosymbolic AI (NeSy AI) seeks to integrate the strengths of symbolic reasoning with computational learning methods, addressing fundamental challenges of each paradigm in isolation. Existing surveys have primarily organized this growing body of research by architecture. The systematic evaluation of NeSy systems again...

Sotiris Zikas, Katerina Gkirtzou, T. Panagiotakopoulos et al. · Machine Learning and Knowled... · 0 citations