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cs.LG2017
Efficient Estimation of Generalization Error and Bias-Variance Components of Ensembles
Dhruv Mahajan, Vivek Gupta, S Sathiya Keerthi +3
For many applications, an ensemble of base classifiers is an effective solution. The tuning of its parameters(number of classes, amount of data on which each classifier is to be tr…
cs.LG2017★ 1 cited
Batch-Expansion Training: An Efficient Optimization Framework
Michał Dereziński, Dhruv Mahajan, S. Sathiya Keerthi +2
We propose Batch-Expansion Training (BET), a framework for running a batch optimizer on a gradually expanding dataset. As opposed to stochastic approaches, batches do not need to b…