21 Statistical numerics
To put statistical methodology into practice with actual numbers, we may need to:
- perform matrix operations like multiplication, inversion
- find the minimum/maximum of a function
- compute derivatives (gradient, Hessian) of a function (often for 2)
- compute an integral
- sample from a probability distribution (often for 4)
- solve algebraic equations
- solve differential equations (often for 5)