金融モデルのための統計学的手法入門 Introduction to Statistical Methods for Financial Models (Chapman & Hall/crc Texts in Statistical Science)

Severini, Thomas A

CRC Press（2017/07発売）

• 製本 Hardcover:ハードカバー版／ページ数 386 p.
• 言語 ENG
• 商品コード 9781138198371
• DDC分類 332.0727

Full Description

This book provides an introduction to the use of statistical concepts and methods to model and analyze financial data. The ten chapters of the book fall naturally into three sections. Chapters 1 to 3 cover some basic concepts of finance, focusing on the properties of returns on an asset. Chapters 4 through 6 cover aspects of portfolio theory and the methods of estimation needed to implement that theory. The remainder of the book, Chapters 7 through 10, discusses several models for financial data, along with the implications of those models for portfolio theory and for understanding the properties of return data.

The audience for the book is students majoring in Statistics and Economics as well as in quantitative fields such as Mathematics and Engineering. Readers are assumed to have some background in statistical methods along with courses in multivariate calculus and linear algebra.

Contents

Returns.

Random Walk Hypothesis.

Portfolios.

Efficient Portfolio Theory.

Estimation.

Capital Asset Pricing Model.

The Market Model.

The Single-Index Model.

Factor Models.