Ernst Wit

Invited Session
Advances in statistical methods for complex problems
Organizers: Luigi Augugliaro (Università degli Studi di Palermo), Guido Consonni (Università Cattolica del Sacro Cuore)
Chair: Guido Consonni (Università Cattolica del Sacro Cuore)
Discussant: Luca La Rocca (Università degli studi di Modena e Reggio Emilia)
Room: T36
Floor: ground
Short summary: Inferring treatment effects on responses in complex systems is a major challenge. This can be tackled by structuring variables into a network and using techniques of causal inference and path analysis; also the role of confounders can be assessed using feature selection in large regression models. The session addresses computational issues and includes applications to salary gap discrimination and cyber-security risk.

Paper
Causal Regularization Author(s)  Lucas Kania   Ernst Wit