Nonparametric estimation of noisy integral equations of the second kind

In this overview we will show that many statistical estimation problems can be considered as empirical solutions of noisy integral equations of the second kind. We illustrate this by giving a series of examples and we will discuss a general nonparametric approach based on plugging-in nonparametric estimates of the integral kernel and of the intercept of the integral equation.