Piotr Zwiernik

UPF and BSE

PhD, University of Warwick

Research interests

  • Multivariate Statistics
  • Latent Graphical Models
  • Algebraic Statistics
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Piotr Zwiernik is a Serra Húnter Distinguished Professor at Universitat Pompeu Fabra (UPF) and an Associate Research Professor at the Barcelona School of Economics (BSE). He is also the director of the BSE Data Science Center.

Before joining UPF, he held a Marie Skłodowska-Curie International Research Fellowship in the Department of Mathematics at the University of Genoa and the Department of Statistics at UC Berkeley. He previously taught at the University of Toronto, where he was a tenured Associate Professor.

Professor Zwiernik’s research explores the mathematical foundations of Statistics and high-dimensional statistical modeling, with a strong focus on capturing complex dependencies within multivariate data.

His work leverages the interface between algebra and geometry to develop theoretical tools for graphical models, covariance estimation, and singular learning theory. He develops novel methodologies, such as Entropic Covariance Models and Non-independent Component Analysis, for learning the structure of continuous and discrete data, and frequently contributes to projects involving tensor methods, Bayesian computation for Gaussian Graphical Models, and variable selection in statistical learning applications.

Zwiernik serves as Associate Editor for Biometrika; the Journal of the Royal Statistical Society: Series B; the Scandinavian Journal of StatisticsJournal of Algebraic Statistics.

Awards, Grants, and Honors

  • Fellow of The Institute of Mathematical Statistics (2024)
  • BSE Seed Grant, “Gaussian graphical models, total positivity, and Bayesian testing” (2018)

Working Papers

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Working Paper
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Geert MestersandPiotr Zwiernik
BSE Working Paper 1358
September 2022
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Majid M. Al-SadoonandPiotr Zwiernik
BSE Working Paper 1114
September 2019

Publications

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Carlos AméndolaandPiotr Zwiernik
Matematiche

March 2022
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Gábor Lugosi, Jakub Truszkowski, Vasiliki Velona, and Piotr Zwiernik
Journal of Machine Learning Research

October 2021
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David RossellandPiotr Zwiernik
Electronic Journal of Statistics

October 2021
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Shaun M. Fallat, Steffen L. Lauritzen, Kayvan Sadeghi, Caroline Uhler, Nanny Wermuth, and Piotr Zwiernik
Annals of Statistics

July 2017
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