C. Ang – Analyzing Financial Data and Implementing Financial Models Using R (2015)
1.284 ₽
Автор: C. Ang
Название книги: Analyzing Financial Data and Implementing Financial Models Using R
Формат: PDF
Жанр: Биоинформатика
Страницы: 360
Качество: Изначально компьютерное, E-book
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.
Описание
Книга C. Ang “Analyzing Financial Data and Implementing Financial Models Using R” (2015) — практическое руководство по анализу финансовых данных и построению моделей с помощью языка программирования R. Автор шаг за шагом показывает, как работать с реальными рыночными данными, рассчитывать ключевые показатели и реализовывать популярные финансовые модели.
Издание охватывает основные темы количественных финансов: очистку и визуализацию данных, статистический анализ доходностей, моделирование волатильности, оценку рисков, регрессионный анализ, портфельную теорию и построение алгоритмических стратегий. Все примеры реализованы в виде готового к запуску кода на R, что позволяет сразу применять полученные знания.
- Студентам и аспирантам финансовых и экономических специальностей
- Аналитикам и трейдерам, желающим автоматизировать работу с данными
- Количественным исследователям и разработчикам финансовых моделей
- Специалистам, переходящим с Excel на профессиональный статистический язык R
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