• Causal discovery and prediction: methods and algorithms 

      Blondel, Gilles (Universitat Politècnica de Catalunya, 2023-06-07)
      Tesi
      Accés obert
      (English) This thesis focuses on the discovery of causal relations and on the prediction of causal effects. Regarding causal discovery, this thesis introduces a novel and generic method to learn causal graphs by performing ...
    • Identifiability and transportability in dynamic causal networks 

      Blondel, Gilles; Arias Vicente, Marta; Gavaldà Mestre, Ricard (Springer, 2017-03)
      Article
      Accés obert
      In this paper, we propose a causal analog to the purely observational dynamic Bayesian networks, which we call dynamic causal networks. We provide a sound and complete algorithm for the identification of causal effects in ...
    • Identifiability and transportability in dynamic causal networks 

      Blondel, Gilles; Arias Vicente, Marta; Gavaldà Mestre, Ricard (2016)
      Report de recerca
      Accés obert
      In this paper we propose a causal analog to the purely observational Dynamic Bayesian Networks, which we call Dynamic Causal Networks. We provide a sound and complete algorithm for identification of Dynamic Causal Networks, ...