圖書標籤: Statistics 統計學 機器學習 數學 非參數統計 nonparametric 統計 Nonparametric
发表于2024-12-25
Introduction to Nonparametric Estimation pdf epub mobi txt 電子書 下載 2024
This is a concise text developed from lecture notes and ready to be used for a course on the graduate level. The main idea is to introduce the fundamental concepts of the theory while maintaining the exposition suitable for a first approach in the field. Therefore, the results are not always given in the most general form but rather under assumptions that lead to shorter or more elegant proofs. The book has three chapters. Chapter 1 presents basic nonparametric regression and density estimators and analyzes their properties. Chapter 2 is devoted to a detailed treatment of minimax lower bounds. Chapter 3 develops more advanced topics: Pinsker's theorem, oracle inequalities, Stein shrinkage, and sharp minimax adaptivity. This book will be useful for researchers and grad students interested in theoretical aspects of smoothing techniques. Many important and useful results on optimal and adaptive estimation are provided. As one of the leading mathematical statisticians working in nonparametrics, the author is an authority on the subject.
一個巴黎六大的俄羅斯人。如果我以後不幸淪為教師,就指定這個為教材。
評分沒什麼錯誤,證明都很清晰。
評分一個巴黎六大的俄羅斯人。如果我以後不幸淪為教師,就指定這個為教材。
評分一個巴黎六大的俄羅斯人。如果我以後不幸淪為教師,就指定這個為教材。
評分沒什麼錯誤,證明都很清晰。
評分
評分
評分
評分
Introduction to Nonparametric Estimation pdf epub mobi txt 電子書 下載 2024