1511 search results - page 1 / 303 » Active Risk Estimation |
ICML
2010
IEEE
13 years 5 months ago
2010
IEEE
We address the problem of evaluating the risk of a given model accurately at minimal labeling costs. This problem occurs in situations in which risk estimates cannot be obtained f...
JMLR
2010
12 years 11 months ago
2010
Sequential algorithms of active learning based on the estimation of the level sets of the empirical risk are discussed in the paper. Localized Rademacher complexities are used in ...
EUSFLAT
2001
13 years 6 months ago
2001
Risk assessment in regions with low earthquake activity is important for reinsurance companies and governmental building authorities. They need a complete picture of the possible ...
ICSE
2003
IEEE-ACM
14 years 4 months ago
2003
IEEE-ACM
Recent evidences indicate that most faults in software systems are found in only a few of a system's components [1]. The early identification of these components allows an or...
JMLR
2012
11 years 7 months ago
2012
In this paper we address the problem of pool based active learning, and provide an algorithm, called UPAL, that works by minimizing the unbiased estimator of the risk of a hypothe...