9 search results - page 1 / 2 » An Adaptive Pre-filtering Technique for Error-Reduction Samp... |
ICDM
2008
IEEE
13 years 11 months ago
2008
IEEE
ICML
2001
IEEE
14 years 5 months ago
2001
IEEE
This paper presents an active learning method that directly optimizes expected future error. This is in contrast to many other popular techniques that instead aim to reduce versio...
ECML
2007
Springer
13 years 11 months ago
2007
Springer
Abstract. Active Learning methods rely on static strategies for sampling unlabeled point(s). These strategies range from uncertainty sampling and density estimation to multi-factor...
JMLR
2010
12 years 11 months ago
2010
An exceedingly large number of scientific and engineering fields are confronted with the need for computer simulations to study complex, real world phenomena or solve challenging ...
COLT
2010
Springer
13 years 2 months ago
2010
Springer
We present a new online learning algorithm in the selective sampling framework, where labels must be actively queried before they are revealed. We prove bounds on the regret of ou...