Causality: Objectives and Assessment

Causality: Objectives and Assessment (NIPS 2008 Workshop)

Isabelle Guyon [e-mail] ; Max Planck Institut für Biologische Kybernetik ; Tübingen ; Germany

PID  :  118485

来源: CEUR

【 摘 要 】

The NIPS 2008 workshop on causality provided a forum for researchers from different hori zons to share their view on causal modeling and address the difficult question of assess ing causal models. There has been a vivid debate on properly separating the notion of causality from particular models such as graphical models, which have been dominating the field in the past few years. Part of the workshop was dedicated to discussing the re sults of a challenge, which offered a wide variety of applications of causal modeling. We have regrouped in these proceedings the best papers presented. Most lectures were video taped or recorded. All information regarding the challenge and the lectures are found at http://www.clopinet.com/isabelle/Projects/NIPS2008/. This introduction provides a synthesis of the findings and a gentle introduction to causality topics, which are the object of active research.