Beyond Black-Scholes: Barrier, Asian, and American Options with Monte Carlo and PDE Method
Vanilla options are only the beginning. In today's global markets, traders and quants rely on exotic derivatives, barrier, Asian, lookback, and American options-to structure deals, hedge complex exposures, and capture hidden opportunities.Exotic Options and Advanced Pricing Models with Python is your complete guide to understanding, modeling, and implementing these instruments using modern quantitative methods and real Python code. Whether you're a quant professional or a self-taught trader, this book equips you with the tools to expand your skillset and compete at the highest levels of options trading.
Exotic Payoffs Demystified: Barrier, Asian, lookback, chooser, and more explained with clarity.
Numerical Pricing Techniques: Binomial/trinomial trees, finite difference methods (PDE/FDM), and lattice models.
Monte Carlo Simulations: Path-dependent pricing for complex derivatives.
Volatility Surface Integration: Modeling skew, smile, and term structure.
Python Implementation: Step-by-step code for pricing exotic contracts and validating results.
Python (NumPy, Pandas, SciPy, Matplotlib)
Monte Carlo engines for path-dependent options
PDE solvers for American and early-exercise features
Data handling for volatility surfaces and market calibration
Traders looking to go beyond vanilla calls and puts
Quantitative analysts expanding into exotic derivatives
Python developers breaking into quantitative finance
Risk managers seeking better hedging models