1454 search results - page 113 / 291 » Learning with cost intervals |
150
click to vote
PADL
2012
Springer
14 years 1 months ago
2012
Springer
An ad hoc data source is any semi-structured, non-standard data source. The format of such data sources is often evolving and frequently lacking documentation. Consequently, off-t...
157
click to vote
KCAP
2009
ACM
16 years 2 days ago
2009
ACM
As computational learning agents move into domains that incur real costs (e.g., autonomous driving or financial investment), it will be necessary to learn good policies without n...
182
Voted
PKDD
2010
Springer
15 years 3 months ago
2010
Springer
Abstract. When faced with the task of building accurate classifiers, active learning is often a beneficial tool for minimizing the requisite costs of human annotation. Traditional ...
162
click to vote
ICML
2005
IEEE
16 years 6 months ago
2005
IEEE
Unsupervised learning methods often involve summarizing the data using a small number of parameters. In certain domains, only a small subset of the available data is relevant for ...
174
click to vote
ICML
2005
IEEE
16 years 6 months ago
2005
IEEE
We present an efficient "sparse sampling" technique for approximating Bayes optimal decision making in reinforcement learning, addressing the well known exploration vers...