publications

An up-to-date list is available on Google Scholar.

preprints

  1. arXiv
    Boosted Control Functions
    Nicola Gnecco, Jonas Peters, Sebastian Engelke, and Niklas Pfister
    2023
    PDF Code

        peer-reviewed

        2023

        1. JASA
          Extremal Random Forests
          Nicola Gnecco, Edossa Merga Terefe, and Sebastian Engelke
          Journal of the American Statistical Association, Theory and Methods, (to appear), 2023
          PDF Code

        2022

        1. TPAMI
          A Causal Framework for Distribution Generalization
          Rune Christiansen, Niklas Pfister, Martin Emil Jakobsen, Nicola Gnecco, and Jonas Peters
          IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
          PDF Code

        2021

        1. Ann. Stat.
          Causal discovery in heavy-tailed models
          Nicola Gnecco, Nicolai Meinshausen, Jonas Peters, and Sebastian Engelke
          The Annals of Statistics, 2021
          PDF Code

        theses

          1. PhD thesis
            Causal inference for extremes
            Nicola Gnecco
            University of Geneva, 2022
            PDF
            1. Master’s thesis
              Causality in Heavy-​Tailed Data
              Nicola Gnecco
              ETH Zurich, 2018
              PDF