777 search results - page 2 / 156 » Learning dynamic algorithm portfolios |
ICML
2009
IEEE
14 years 6 months ago
2009
IEEE
We study online learning in an oblivious changing environment. The standard measure of regret bounds the difference between the cost of the online learner and the best decision in...
ECAI
2004
Springer
13 years 10 months ago
2004
Springer
The purpose of this paper is to show that a well known machine learning technique based on Decision Trees can be effectively used to select the best approach (in terms of efficien...
AMAI
2006
Springer
13 years 5 months ago
2006
Springer
UAI
2008
13 years 6 months ago
2008
We present and evaluate new techniques for designing algorithm portfolios. In our view, the problem has both a scheduling aspect and a machine learning aspect. Prior work has larg...
ECCC
2007
13 years 5 months ago
2007
We study the notion of learning in an oblivious changing environment. Existing online learning algorithms which minimize regret are shown to converge to the average of all locally...