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Springer Texts in Statistics Fundamentals of High-Dimensional Statistics: With Exercises and R Labs (Paperback)
Preface.- Notation.- Introduction.- Linear Regression.- Graphical Models.- Tuning-Parameter Calibration.- Inference.- Theory I: Prediction.- Theory II: Estimation and Support Recovery.- A Solutions.- B Mathematical Background.- Bibliography.- Index.
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