266 citations · 1k across the 38 of their papers we have counts for
4 papers · 1 filter
Logic, Reasoning under Uncertainty and Causality
Pedro A. Ortega
A simple framework for reasoning under uncertainty and intervention is introduced. This is achieved in three steps. First, logic is restated in set-theoretic terms to obtain a fram…
An axiomatic formalization of bounded rationality based on a utility-information equivalence
Pedro A. Ortega, Daniel A. Braun
Classic decision-theory is based on the maximum expected utility (MEU) principle, but crucially ignores the resource costs incurred when determining optimal decisions. Here we prop…
Convergence of Bayesian Control Rule
Pedro A. Ortega, Daniel A. Braun
Recently, new approaches to adaptive control have sought to reformulate the problem as a minimization of a relative entropy criterion to obtain tractable solutions. In particular,…
A Minimum Relative Entropy Controller for Undiscounted Markov Decision Processes
Pedro A. Ortega, Daniel A. Braun
Adaptive control problems are notoriously difficult to solve even in the presence of plant-specific controllers. One way to by-pass the intractable computation of the optimal polic…