2 papers
cs.AI2013
Causal Mechanism-based Model Construction
Tsai-Ching Lu, Marek J. Druzdzel, Tze-Yun Leong
We propose a framework for building graphical causal model that is based on the concept of causal mechanisms. Causal models are intuitive for human users and, more importantly, sup…
cs.AI2012
Annealed MAP
Changhe Yuan, Tsai-Ching Lu, Marek J. Druzdzel
Maximum a Posteriori assignment (MAP) is the problem of finding the most probable instantiation of a set of variables given the partial evidence on the other variables in a Bayesia…