Robust Statistics
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This online text, Olive, D.J. (2020) Robust Statistics, is a major revision of the online course notes Olive, D.J. (2008), Applied Robust Statistics. This manuscript is not really ready. Revisions are ongoing. The .PDF version below is as of Jan. 2023. If you wish to contact the author, click here. The complete text is in the file runrob.pdf. The MDATA files are for ARC. |
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.PDF Version | R Programs | R Data | R Code | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Robust Statistics.pdf | rpack.txt | robdata.txt | robRhw.txt | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Table of Contents |
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PDF |
Misc MDATA Files |
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Preface | i-xvii | robcont | animal.lsp, belg.lsp | ||
Chapter 1-Introduction | 1-18 | robch1 | bodfat.lsp, boston2.lsp | ||
Chapter 2-Location Model | 19-84 | robch2 | buxton.lsp, cbrain.lsp | ||
Chapter 3-Multivariate Location and Dispersion Model | 85-164 | robch3 | cyp.lsp, credit.lsp | ||
Chapter 4-Prediction Regions and Bootstrap Confidence Regions | 165-190 | robch4 | gladstone.lsp, hbk.lsp | ||
Chapter 5- Multiple Linear Regression | 191-256 | robch5 | ICU.lsp, insulation.lsp, john.lsp | ||
Chapter 6-Robust and Resistant Regression | 257-284 | robch6 | lobster.lsp, lsinc.lsp | ||
Chapter 7-MLR Variable Selection and Lasso | 285-362 | robch7 | major.lsp, marry.lsp | ||
Chapter 8-AER and Time Series | 363-370 | robch8 | museum.lsp, muss.lsp | ||
Chapter 9-1D Regression | 371-416 | robch9 | naph.lsp, nasty.lsp, octane.lsp | ||
Chapter 10-GLMs and GAMs | 417-476 | robch10 | pollution.lsp, pop.lsp, popcorn.lsp | ||
Chapter 11-Appendix | 477-544 | robch11 | pov.lsp, povc.lsp | ||
Chapter 12 | - | robch12 | salinity.lsp, sinc.lsp | ||
Chapter 13 | - | robch13 | skeleton.lsp, stackloss.lsp | ||
Chapter 14 | - | robch14 | wood.lsp | ||
Bibliography | 545-581 | robbib |
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