Lionel Voirol

Ph. D. Candidate in Statistics
Geneva School of Economics and Management
University of Geneva, Switzerland

I am currently a Ph.D. Candidate in Statistics at the University of Geneva advised by Prof. Stéphane Guerrier. I previously received a M.Sc. in Business Analytics from the University of Geneva in 2019 and a B.Sc. in Economics & Management from the same university in 2017.

My research focuses on developing statistical methods that find their motivation in real-world applications across diverse fields such as engineering, health sciences or Earth sciences. Particularly, I am interested toward developping computationally efficient methods for inference, prediction, and model selection in large data settings characterized by dependent observations, such as those with temporal or spatial structure. I believe in interdisciplinary collaborations to make impactful discoveries and develop new approaches to data analysis, while addressing the increasing complexity of statistical and machine learning models used for inference and prediction. I implement these methods in open-source software, ensuring reproducibility and democratizing access to advanced tools for analyzing complex, large-scale datasets.

Research interests:

  • Time series analysis & Signal Processing
  • Longitudinal data analysis & Generalized Mixed Linear Models
  • Applied & Computational Statistics
  • Machine Learning

  • Recent Selected Papers (full list)

    IEEE TSP

    Mucyo Karemera, Lionel Voirol, Davide A. Cucci, Wenfei Chu, Roberto Molinari & Stéphane Guerrier Accounting for Vibration Noise in Stochastic Measurement Errors of Inertial Sensors, IEEE Transactions on Signal Processing 72, 2024.

    Front. Cell

    Lydia Wehrli, Ioannis Galdadas, Lionel Voirol , Martin Smiesko, Yves Cambet, Vincent Jaquet, Stéphane Guerrier, Francesco Gervasio, Serge Nef & Rita Rahban The Action of Physiological and Synthetic Steroids on the Calcium Channel CatSper in Human Sperm, Frontiers in Cell and Developmental Biology, 11, 2023.

    IEEE TIM

    Davide A. Cucci, Lionel Voirol , Mehran Khaghani & Stéphane Guerrier On Performance Evaluation of Inertial Navigation Systems: The Case of Stochastic Calibration, IEEE Transactions on Instrumentation and Measurement, 72, 2023.

    © Copyright 2024 Lionel Voirol.