Solomonoff unified Occam’s razor and Epicurus’ principle of multiple explanations to one elegant, formal, universal theory of inductive inference, which initiated the field...
We consider an online learning scenario in which the learner can make predictions on the basis of a fixed set of experts. We derive upper and lower relative loss bounds for a cla...
Abstract—PROGRESS is a project and strategic research centre at M¨alardalen University in Sweden that is funded for 2006– 2010 by the Swedish Foundation for Strategic Research...
Johan Kraft, Holger M. Kienle, Thomas Nolte, Ivica...
We will describe three kinds of probabilistic induction problems, and give general solutions for each , with associated convergence theorems that show they tend to give good proba...
Competitive on-line prediction (also known as universal prediction of individual sequences) is a strand of learning theory avoiding making any stochastic assumptions about the way...