2 papers
stat.ML2025
SADA: Safe and Adaptive Aggregation of Multiple Black-Box Predictions in Semi-Supervised Learning
Jiawei Shan, Zhifeng Chen, Yiming Dong +2
Semi-supervised learning (SSL) arises in practice when labeled data are scarce or expensive to obtain, while large quantities of unlabeled data are readily available. With the grow…
stat.ME2023
Sufficient Identification Conditions and Semiparametric Estimation under Missing Not at Random Mechanisms
Anna Guo, Jiwei Zhao, Razieh Nabi
Conducting valid statistical analyses is challenging in the presence of missing-not-at-random (MNAR) data, where the missingness mechanism is dependent on the missing values themse…