Prof. Panagiotis (Panos) Toulis
John E. Jeuck Fellow
Panagiotis (Panos) Toulis Panagiotis (Panos) Toulis
Assistant Professor in Econometrics and Statistics

Contact info
Addr.: 5807 S Woodlawn Ave
Office: 358
tel: 773.834.5953
Chicago, IL, 60637 panos.toulis [at]

Research Interests

  • ♦ nonparametric causal inference in complex systems through resampling/randomization methods;
    e.g., randomization inference for causal peer effects, spillovers, interference in networks or integrated markets.
  • statistical machine learning and inference using stochastic gradient descent (SGD) with stable implicit updates.


Recent publications

  • Randomization tests of causal effects with interference between units, with Basse, G; Feller, A.
    Biometrika, 2018, forthcoming
  • Stochastic gradient methods for estimation with large datasets, with Tran, D.; Airoldi, EM.
    Journal of Statistical Software, 2018, forthcoming
  • Convergence diagnostics for stochastic gradient descent with constant step size, with Chee, J.
    AI and Statistics, 2018 (AISTATS'18)
  • Asymptotic and finite-sample properties of estimators based on stochastic gradients, with Airoldi, EM.
    Annals of Statistics, Volume 45, Number 4 (2017), 1694-1727
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