This book discusses the field of parameter estimation where parameters within a mathematical model are estimated through indirect measurements. As with the inverse heat conduction problem, the estimation of the parameters is hindered due to the presence of measurement errors. This book discusses numerous techniques, including the method of Least Squares, Maximum Likelihood and MAP estimation using prior information.