Sketched approximation of regularized canonical correlation analysis

DOI10.1080/03610926.2022.2037644OpenAlexW4280585200MaRDI QIDQ6096168

Wang-li Xu, Jiamin Liu, Heng Lian, Hongmei Lin

Publication date: 11 September 2023

Published in: Communications in Statistics - Theory and Methods (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610926.2022.2037644

zbMATH Keywords

canonical correlation analysisrandom sketchingridge regularization

Mathematics Subject Classification ID

Statistics (62-XX)

Cites Work

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• Sparse canonical correlation analysis
• Faster least squares approximation
• A fast randomized algorithm for the approximation of matrices
• Perturbation theory for linear operators.
• Finding frequent items in data streams
• Canonical correlation analysis between time series and static outcomes, with application to the spectral analysis of heart rate variability
• Randomized Sketches of Convex Programs With Sharp Guarantees
• Stable distributions, pseudorandom generators, embeddings, and data stream computation
• Optimal Subsampling for Large Sample Logistic Regression
• Information-Based Optimal Subdata Selection for Big Data Linear Regression
• RELATIONS BETWEEN TWO SETS OF VARIATES
• Optimal subsampling for quantile regression in big data

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