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cs.LG2025
Sparse classification with positive-confidence data in high dimensions
The Tien Mai, Mai Anh Nguyen, Trung Nghia Nguyen
High-dimensional learning problems, where the number of features exceeds the sample size, often require sparse regularization for effective prediction and variable selection. While…
cs.LG2023
Misclassification excess risk bounds for 1-bit matrix completion
The Tien Mai
This study investigates the misclassification excess risk bound in the context of 1-bit matrix completion, a significant problem in machine learning involving the recovery of an un…