Derivatives Analytics with Python — Data Analysis, Models, Simulation, Calibration, Hedging
by Dr. Yves J. Hilpisch (March 2013)
On 358 pages you learn how to analyze financial market data and how to implement a market-based valuation process for European and American options using the Python programming language.
The book is an outgrowth of Dr. Hilpisch’s diverse activities
- at our company Visixion GmbH — where we use Python since almost 10 years for financial engineering — and
- at Saarland University — where Dr. Hilpisch is a lecturer for Mathematical Finance.
Download an excerpt from the book here Derivatives Analytics with Python.
Derivatives Analytics with Python provides the necessary background information, theoretical foundations and numerical tools to implement a market-based valuation of stock index options. Topics are, among others,
- stylized facts of equity and options markets,
- risk-neutral valuation and the Fundamental Theorem of Asset Pricing,
- Fourier transform methods in continuous and discrete time,
- Monte Carlo simulation and the valuation of American options by Least-Squares Monte Carlo,
- model calibration by global and local optimization,
- valuation by (semi-)analytical formulas and numerical methds as well as
- dynamic hedging of American options.
The financial models introduced in the book exhibit features like
- stochastic volatility,
- jump components and
- stochastic short rates.
The approach is a practical one in that all important aspects are illustrated by a set of self-contained Python scripts. It is the first book to explain all necessary steps of a market-based derivatives valuation in detail and to provide a full set of Python scripts for every single step. By running the Python scripts, the reader can reproduce all figures and numerical results presented in the book.
Download an excerpt from the book here Derivatives Analytics with Python.
The book is available in two versions:
- Premium — DIN A4 format, colored — for € 59.00 (incl. VAT) plus
€ 4.90 shipping. - Value — DIN A5 format, black/white — for € 35.00 (incl. VAT) plus
€ 4.90 shipping.
Currently, we ship the book only in printed form — it is still a preliminary, but complete, edition. We ship the book once per week — therefore, it may take 10-14 days for international deliveries.
Yves Hilpisch: “Derivatives Analytics with Python.” Visixion GmbH, Softcover.
You can buy it here: