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» Conditional Prediction Intervals for Linear Regression
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ICMLA
2009
13 years 2 months ago
Conditional Prediction Intervals for Linear Regression
Peter McCullagh, Vladimir Vovk, Ilia Nouretdinov, ...
ACML
2009
Springer
13 years 11 months ago
Conditional Density Estimation with Class Probability Estimators
Many regression schemes deliver a point estimate only, but often it is useful or even essential to quantify the uncertainty inherent in a prediction. If a conditional density estim...
Eibe Frank, Remco R. Bouckaert
JMLR
2006
140views more  JMLR 2006»
13 years 4 months ago
Active Learning in Approximately Linear Regression Based on Conditional Expectation of Generalization Error
The goal of active learning is to determine the locations of training input points so that the generalization error is minimized. We discuss the problem of active learning in line...
Masashi Sugiyama
AIME
2011
Springer
12 years 4 months ago
Automating the Calibration of a Neonatal Condition Monitoring System
Condition monitoring of premature babies in intensive care can be carried out using a Factorial Switching Linear Dynamical System (FSLDS) [15]. A crucial part of training the FSLDS...
Christopher K. I. Williams, Ioan Stanculescu
MLCW
2005
Springer
13 years 10 months ago
Estimating Predictive Variances with Kernel Ridge Regression
In many regression tasks, in addition to an accurate estimate of the conditional mean of the target distribution, an indication of the predictive uncertainty is also required. Ther...
Gavin C. Cawley, Nicola L. C. Talbot, Olivier Chap...