On the optimal generalization error for weighted least squares under variable individual supervision times

DOI10.1007/978-3-030-86841-3_2zbMath1481.62038OpenAlexW4205369320MaRDI QIDQ2072565

Giorgio Gnecco

Publication date: 26 January 2022

Full work available at URL: https://doi.org/10.1007/978-3-030-86841-3_2

zbMATH Keywords

linear regressionweighted least squaresvariance controllarge-sample approximation of generalization erroroptimal \(M\)-tuple of supervision times

Mathematics Subject Classification ID

Linear regression; mixed models (62J05)

Cites Work

• On the trade-off between number of examples and precision of supervision in machine learning problems
• Optimal trade-off between sample size, precision of supervision, and selection probabilities for the unbalanced fixed effects panel data model
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