This valuable compendium of statistical methods features a unique combination ...This valuable compendium of statistical methods features a unique combination of methodology theory algorithms and applications. It covers recently developed approaches to handling large and complex data sets including the Lasso and boosting methods.more
This valuable compendium of statistical methods features a unique combination ...This valuable compendium of statistical methods features a unique combination of methodology theory algorithms and applications. It covers recently developed approaches to handling large and complex data sets including the Lasso and boosting methods.more
Advanced Methods in StatisticsData Science and Related Applications: Sis 2022...Advanced Methods in Statistics Data Science and Related Applications: Sis 2022 Caserta Italy June 22-24more
This self-contained book is an introduction to nonparametric curve estimation ...This self-contained book is an introduction to nonparametric curve estimation theory.more
This book now in its fourth printing provides an introduction to the theory of...This book now in its fourth printing provides an introduction to the theory of regression analysis at a graduate level.more
Inspired by the Encyclopedia of Statistical Sciences Second Edition this volum...Inspired by the Encyclopedia of Statistical Sciences Second Edition this volume presents the tools and techniques that are essential for carrying out best practices in the modern business world The collection and analysis of quantitative data drives...more
Explore classic and cutting-edge statistical tools used in conducting diverse ...Explore classic and cutting-edge statistical tools used in conducting diverse research in the behavioral and social sciences Inspired by the multifaceted Encyclopedia of Statistical Sciences Second Edition this book provides a concise self-contained...more
Based on courses taught at the University of Cambridge this text presents core...Based on courses taught at the University of Cambridge this text presents core contemporary statistical methods and theory in an accessible self-contained and rigorous fashion with a focus on finite-sample guarantees as opposed to asymptotic...more
Any method of fitting equations to data may be called regression. Such equatio...Any method of fitting equations to data may be called regression. Such equations are valuable for at least two purposes: making predictions and judging the strength of relationships. Because they provide a way of em- pirically identifying how a...more
This book now in its fourth printing provides an introduction to the theory of...This book now in its fourth printing provides an introduction to the theory of regression analysis at a graduate level.more
This self-contained book is an introduction to nonparametric curve estimation ...This self-contained book is an introduction to nonparametric curve estimation theory.more
This is a somewhat extended and modified translation of the third edition of t...This is a somewhat extended and modified translation of the third edition of the text first published in 1969. The Swedish edition has been used for many years at the Royal Institute of Technology in Stockholm and at the School of Engineering at...more
This book is designed as a unified and mathematically rigorous treatment of so...This book is designed as a unified and mathematically rigorous treatment of some recent developments of the asymptotic distribution theory of order statistics (including the extreme order statistics) that are relevant for statistical theory and its...more
Preface.- Notation.- Introduction.- Linear Regression.- Graphical Models.- Tun...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.more