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Partial Least Squares for Heterogeneous Data

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Publication:5278351
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DOI10.1007/978-3-319-40643-5_1zbMath1366.62131OpenAlexW2531046643MaRDI QIDQ5278351

Peter Bühlmann

Publication date: 19 July 2017

Published in: Springer Proceedings in Mathematics & Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-319-40643-5_1


zbMATH Keywords

minimaxmaximinbig dataheterogeneous datapartial least square regression (PLSR)


Mathematics Subject Classification ID

Linear regression; mixed models (62J05) Minimax procedures in statistical decision theory (62C20)


Related Items (1)

High-Dimensional Factor Regression for Heterogeneous Subpopulations


Uses Software

  • R
  • S-PLUS
  • ElemStatLearn
  • MEMSS


Cites Work

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  • Bagging predictors
  • Statistics for high-dimensional data. Methods, theory and applications.
  • Analyzing bagging
  • Handbook of partial least squares. Concepts, methods and applications.
  • Maximin effects in inhomogeneous large-scale data
  • Mixed-Effects Models in S and S-PLUS
  • A Statistical View of Some Chemometrics Regression Tools
  • Properties of Bagged Nearest Neighbour Classifiers
  • Ridge Regression: Biased Estimation for Nonorthogonal Problems


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