Differentiation and Integration

Numerical derivatives and integrals are basic components of virtually every algorithm discussed in this book. The first part of this chapter presents the standard methods used to numerically approximate first-order and second-order partial derivatives from finite differences. The second part covers numerical integration, with a special emphasis on the approximation of expectations.