Analyzing Financial Data and Implementing Financial Models Using R (Springer Texts in Business and Economics)
Clifford S. Ang
- 出版商: Springer
- 出版日期: 2015-04-14
- 售價: $3,780
- 貴賓價: 9.5 折 $3,591
- 語言: 英文
- 頁數: 351
- 裝訂: Hardcover
- ISBN: 3319140744
- ISBN-13: 9783319140742
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相關分類:
R 語言、經濟學 Economy
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商品描述
This book is a comprehensive introduction to financial modeling that teaches advanced undergraduate and graduate students in finance and economics how to use R to analyze financial data and implement financial models. This text will show students how to obtain publicly available data, manipulate such data, implement the models, and generate typical output expected for a particular analysis.
This text aims to overcome several common obstacles in teaching financial modeling. First, most texts do not provide students with enough information to allow them to implement models from start to finish. In this book, we walk through each step in relatively more detail and show intermediate R output to help students make sure they are implementing the analyses correctly. Second, most books deal with sanitized or clean data that have been organized to suit a particular analysis. Consequently, many students do not know how to deal with real-world data or know how to apply simple data manipulation techniques to get the real-world data into a usable form. This book will expose students to the notion of data checking and make them aware of problems that exist when using real-world data. Third, most classes or texts use expensive commercial software or toolboxes. In this text, we use R to analyze financial data and implement models. R and the accompanying packages used in the text are freely available; therefore, any code or models we implement do not require any additional expenditure on the part of the student.
Demonstrating rigorous techniques applied to real-world data, this text covers a wide spectrum of timely and practical issues in financial modeling, including return and risk measurement, portfolio management, options pricing, and fixed income analysis.
商品描述(中文翻譯)
這本書是一本全面介紹金融建模的教材,教導金融和經濟學的高年級本科生和研究生如何使用R來分析金融數據並實施金融模型。本書將向學生展示如何獲取公開可用的數據,操作這些數據,實施模型,並生成特定分析所需的典型輸出。
本書旨在克服教授金融建模時的幾個常見障礙。首先,大多數教材並未提供足夠的信息,使學生能夠從頭到尾實施模型。在本書中,我們將相對詳細地介紹每個步驟,並展示中間的R輸出,以幫助學生確保他們正確實施分析。其次,大多數書籍處理的是經過整理以適應特定分析的消毒或乾淨數據。因此,許多學生不知道如何處理現實世界的數據,也不知道如何應用簡單的數據操作技術將現實世界的數據轉換為可用形式。本書將向學生介紹數據檢查的概念,並讓他們意識到在使用現實世界數據時存在的問題。第三,大多數課程或教材使用昂貴的商業軟件或工具箱。在本書中,我們使用R來分析金融數據並實施模型。R和本書中使用的相關套件是免費提供的,因此,我們實施的任何代碼或模型都不需要學生進一步的支出。
本書展示了對現實世界數據應用嚴謹技術,涵蓋了金融建模中的各種及時和實用問題,包括回報和風險度量、投資組合管理、期權定價和固定收益分析。