Introduction to Nonparametric Estimation

• Κύριος συγγραφέας: Tsybakov, Alexandre B. (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York, 2009.
• Σειρά: Springer Series in Statistics,
• Θέματα: Statistics.; Mathematical statistics.; Pattern recognition.; Probabilities.; Econometrics.; Statistical Theory and Methods.; Probability and Statistics in Computer Science.; Pattern Recognition.; Signal, Image and Speech Processing.; Probability Theory and Stochastic Processes.

Methods of nonparametric estimation are located at the core of modern statistical science. The aim of this book is to give a short but mathematically self-contained introduction to the theory of nonparametric estimation. The emphasis is on the construction of optimal estimators; therefore the concep...

Πίνακας περιεχομένων:

• Nonparametric estimators
• Lower bounds on the minimax risk
• Asymptotic efficiency and adaptation.