The newest generation of computational finance PDFs includes chapters on:

Financial institutions must compute their regulatory capital requirements by simulating potential portfolio losses.

The cornerstone of modern option pricing, based on:

Some challenges and future directions in mathematical modeling and computation in finance include:

Developing Value at Risk (VaR) and Expected Shortfall models to predict potential losses under extreme market conditions.