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» Piecemeal Learning of an Unknown Environment
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ATAL
2009
Springer
14 years 4 months ago
An empirical analysis of value function-based and policy search reinforcement learning
In several agent-oriented scenarios in the real world, an autonomous agent that is situated in an unknown environment must learn through a process of trial and error to take actio...
Shivaram Kalyanakrishnan, Peter Stone
SODA
2010
ACM
371views Algorithms» more  SODA 2010»
14 years 7 months ago
Online Learning with Queries
The online learning problem requires a player to iteratively choose an action in an unknown and changing environment. In the standard setting of this problem, the player has to ch...
Chao-Kai Chiang, Chi-Jen Lu
ICML
1995
IEEE
14 years 10 months ago
Learning to Make Rent-to-Buy Decisions with Systems Applications
In the single rent-to-buy decision problem, without a priori knowledge of the amount of time a resource will be used we need to decide when to buy the resource, given that we can ...
P. Krishnan, Philip M. Long, Jeffrey Scott Vitter
BMCBI
2008
220views more  BMCBI 2008»
13 years 10 months ago
Gene prediction in metagenomic fragments: A large scale machine learning approach
Background: Metagenomics is an approach to the characterization of microbial genomes via the direct isolation of genomic sequences from the environment without prior cultivation. ...
Katharina J. Hoff, Maike Tech, Thomas Lingner, Rol...
ICRA
2005
IEEE
169views Robotics» more  ICRA 2005»
14 years 3 months ago
Indoor Navigation of a Wheeled Mobile Robot along Visual Routes
— When navigating in an unknown environment for the first time, a natural behavior consists in memorizing some key views along the performed path, in order to use these referenc...
Guillaume Le Blanc, Youcef Mezouar, Philippe Marti...