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Renxiong Liu

2 accepted papers

2023

Path following algorithms for $\ell_2$-regularized $M$-estimation with approximation guarantee

NeurIPS 2023poster

Many modern machine learning algorithms are formulated as regularized M-estimation problems, in which a regularization (tuning) parameter controls a trade-off between model fit to the training data and model complexity. To select the ``best'' tuning parameter value that achieves a good trade-off, an…

Cited by 0SourcePDFScholar
2022

On the consistent estimation of optimal Receiver Operating Characteristic (ROC) curve

NeurIPS 2022accept

Under a standard binary classification setting with possible model misspecification, we study the problem of estimating general Receiver Operating Characteristic (ROC) curve, which is an arbitrary set of false positive rate (FPR) and true positive rate (TPR) pairs. We formally introduce the notion o…

Cited by 1SourcePDFScholar