A Guiding Principle for Causal Decision Problems

no code implementations • 6 Feb 2019 • M. Gonzalez-Soto, L. E. Sucar, H. J. Escalante

We define a Causal Decision Problem as a Decision Problem where the available actions, the family of uncertain events and the set of outcomes are related through the variables of a Causal Graphical Model $\mathcal{G}$.

Decision Making reinforcement-learning +1

Playing against Nature: causal discovery for decision making under uncertainty

no code implementations • 3 Jul 2018 • M. Gonzalez-Soto, L. E. Sucar, H. J. Escalante

We consider decision problems under uncertainty where the options available to a decision maker and the resulting outcome are related through a causal mechanism which is unknown to the decision maker.

Causal Discovery Decision Making +2