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04/11/2015
Quick sensitivity analysis for incremental data modification and its application to leave-one-out CV in linear classification problems
We introduce a novel sensitivity analysis framework for large scale clas...
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02/09/2015
Regularization Path of Cross-Validation Error Lower Bounds
Careful tuning of a regularization parameter is indispensable in many ma...
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02/10/2014
An Algorithmic Framework for Computing Validation Performance Bounds by Using Suboptimal Models
Practical model building processes are often time-consuming because many...
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01/27/2014