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CSDA
2010
119views more  CSDA 2010»
14 years 9 months ago
Fast robust estimation of prediction error based on resampling
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...
Jafar A. Khan, Stefan Van Aelst, Ruben H. Zamar
COLING
2010
14 years 4 months ago
Fast-Champollion: A Fast and Robust Sentence Alignment Algorithm
Sentence-level aligned parallel texts are important resources for a number of natural language processing (NLP) tasks and applications such as statistical machine translation and ...
Peng Li, Maosong Sun, Ping Xue
CSDA
2008
94views more  CSDA 2008»
14 years 9 months ago
Robust model selection using fast and robust bootstrap
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...
Matias Salibian-Barrera, Stefan Van Aelst
78
Voted
CVPR
2008
IEEE
15 years 11 months ago
Fast image search for learned metrics
We introduce a method that enables scalable image search for learned metrics. Given pairwise similarity and dissimilarity constraints between some images, we learn a Mahalanobis d...
Prateek Jain, Brian Kulis, Kristen Grauman
SPIN
2009
Springer
15 years 4 months ago
Fast, All-Purpose State Storage
Existing techniques for approximate storage of visited states in a model checker are too special-purpose and too DRAM-intensive. Bitstate hashing, based on Bloom filters, is good ...
Peter C. Dillinger, Panagiotis Manolios