Semiparametric and Nonparametric Methods in Econometrics 在線電子書 圖書標籤: Econometrics 非參數統計 非參數 經濟學 econometrics Economics
發表於2024-11-12
Semiparametric and Nonparametric Methods in Econometrics 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024
Complement Jim Powell’s handbook chapter. Should read Jim’s chapter! Really nice overview, also Jim has some lecture notes on his website (just need to google it).
評分課程結束,標記一下老師自己的書,一定要先看appendix,以及課上增加瞭Lasso和SVM的內容
評分Complement Jim Powell’s handbook chapter. Should read Jim’s chapter! Really nice overview, also Jim has some lecture notes on his website (just need to google it).
評分課程結束,標記一下老師自己的書,一定要先看appendix,以及課上增加瞭Lasso和SVM的內容
評分The chapter on ill-posed inverse problem is new and highly readable.
Standard methods for estimating empirical models in economics and many other fields rely on strong assumptions about functional forms and the distributions of unobserved random variables. Often, it is assumed that functions of interest are linear or that unobserved random variables are normally distributed. Such assumptions simplify estimation and statistical inference but are rarely justified by economic theory or other a priori considerations. Inference based on convenient but incorrect assumptions about functional forms and distributions can be highly misleading. Nonparametric and semiparametric statistical methods provide a way to reduce the strength of the assumptions required for estimation and inference, thereby reducing the opportunities for obtaining misleading results. These methods are applicable to a wide variety of estimation problems in empirical economics and other fields, and they are being used in applied research with increasing frequency. The literature on nonparametric and semiparametric estimation is large and highly technical. This book presents the main ideas underlying a variety of nonparametric and semiparametric methods. It is accessible to graduate students and applied researchers who are familiar with econometric and statistical theory at the level taught in graduate-level courses in leading universities. The book emphasizes ideas instead of technical details and provides as intuitive an exposition as possible. Empirical examples illustrate the methods that are presented. This book updates and greatly expands the author's previous book on semiparametric methods in econometrics. Nearly half of the material is new.
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Semiparametric and Nonparametric Methods in Econometrics 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024