Optimal Poisson subsampling for softmax regression

DOI10.1007/s11424-023-1179-zzbMath1544.62271MaRDI QIDQ6594939

Yaqiong Yao, Hai Ying Wang, Jiahui Zou

Publication date: 29 August 2024

Published in: Journal of Systems Science and Complexity (Search for Journal in Brave)

zbMATH Keywords

multinomial logistic regressionoptimality criterionoptimal subsampling

Mathematics Subject Classification ID

Generalized linear models (logistic models) (62J12) Sampling theory, sample surveys (62D05)

Cites Work

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• Local case-control sampling: efficient subsampling in imbalanced data sets
• Faster least squares approximation
• Local uncertainty sampling for large-scale multiclass logistic regression
• Divide-and-conquer information-based optimal subdata selection algorithm
• Optimal subsampling for softmax regression
• Most likely optimal subsampled Markov chain Monte Carlo
• Randomized Algorithms for Matrices and Data
• Low-Rank Approximation and Regression in Input Sparsity Time
• Sampling algorithms for l₂ regression and applications
• Optimal Subsampling for Large Sample Logistic Regression
• Information-Based Optimal Subdata Selection for Big Data Linear Regression
• Optimal subsampling for quantile regression in big data

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