171 citations · 624 across the 37 of their papers we have counts for
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stat.ME2023★ 2 cited
High-dimensional Multi-class Classification with Presence-only Data
Lili Zheng, Garvesh Raskutti
Classification with positive and unlabeled (PU) data frequently arises in bioinformatics, clinical data, and ecological studies, where collecting negative samples can be prohibitiv…
stat.ME2019★ 2 cited
Convex and Non-convex Approaches for Statistical Inference with Class-Conditional Noisy Labels
Hyebin Song, Ran Dai, Garvesh Raskutti +1
We study the problem of estimation and testing in logistic regression with class-conditional noise in the observed labels, which has an important implication in the Positive-Unlabe…
stat.ME2017★ 2 cited
PULasso: High-dimensional variable selection with presence-only data
Hyebin Song, Garvesh Raskutti
In various real-world problems, we are presented with classification problems with positive and unlabeled data, referred to as presence-only responses. In this paper, we study vari…