Author

C. Assaad

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Preprint Sep 2026

Partitioning Time in Target Trial Emulation

In target trial emulation, the treatment strategies that patients follow are inferred from the treatments they actually receive in routine care. However, in most settings, the outcome may preclude the observation of planned treatment, giving rise to immortal time bias through misclassification of treatment strategy, wh...

H. T. Zoumenou, Simon Ferreira, C. Assaad et al. · 0 citations

Open access Aug 2026

Short- and long-term causes of West Nile virus risk in Europe: a spatiotemporal model accounting for under-reporting

A spatiotemporal occupancy model is built and fitted to notified (human and horse) case data and found the contribution of conjectural weather variables to WNV outbreaks in Europe to be globally higher than the structure of the bird community.

J. Bastard, C. Assaad, R. Marti et al. · medRxiv · 0 citations

#artificial intelligence Preprint Sep 2026

Beyond Stationarity in Time Series: Discovering Causal Structures and Latent Regimes via Markov Blankets

Empirical results show that RCBNB-MB systematically outperforms baseline approaches in accurately detecting regime changes and their associated causal graphs, positioning it as a robust and versatile framework for non-stationary time series analysis.

Lei Zan, C. Assaad, Emilie Devijver et al. · 0 citations