57 search results - page 1 / 12 » Fast robust estimation of prediction error based on resampli... |
CSDA
2010
13 years 11 months ago
2010
Robust estimators of the prediction error of a linear model are proposed. The estimators are based on the resampling techniques cross-validation and bootstrap. The robustness of t...
ESANN
2003
14 years 11 days ago
2003
The bootstrap resampling method may be efficiently used to estimate the generalization error of a family of nonlinear regression models, as artificial neural networks. The main dif...
WSC
2001
14 years 11 days ago
2001
Stochastic simulation models are used to predict the behavior of real systems whose components have random variation. The simulation model generates artificial random quantities b...
CSDA
2008
13 years 11 months ago
2008
Robust model selection procedures control the undue influence that outliers can have on the selection criteria by using both robust point estimators and a bounded loss function wh...
IPMI
2009
Springer
14 years 5 months ago
2009
Springer
We propose a method for estimating confidence regions around shapes predicted from partial observations, given a statistical shape model. Our method relies on the estimation of the...