37 citations · 80 across the 10 of their papers we have counts for
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cs.LG2021★ 1 cited
Statistical optimality conditions for compressive ensembles
Henry W. J. Reeve, Ata Kaban
We present a framework for the theoretical analysis of ensembles of low-complexity empirical risk minimisers trained on independent random compressions of high-dimensional data. Fi…
cs.LG2019★ 9 cited
Fast Rates for a kNN Classifier Robust to Unknown Asymmetric Label Noise
Henry W. J. Reeve, Ata Kaban
We consider classification in the presence of class-dependent asymmetric label noise with unknown noise probabilities. In this setting, identifiability conditions are known, but ad…
cs.LG2013★ 17 cited
Boosting in the presence of label noise
Jakramate Bootkrajang, Ata Kaban
Boosting is known to be sensitive to label noise. We studied two approaches to improve AdaBoost's robustness against labelling errors. One is to employ a label-noise robust classif…