The term structure of interest rates is a key element in decision processes related to financial markets. However, it is not directly observable and needs to be measured by smoothing data obtained from asset prices through statistical techniques. The problem can be reframed as a complex constrained continuous optimization problem that will be tackled using evolutionary computation.