The impact of frequencies, including those with non-integer values, on an analysis is explained by their effect on the loss function. Suppose that you want to estimate the parameter θ using response values yi and predictors xi1, xi2,..., xin. Suppose that the loss function, assuming no frequency variable, is given by the following:
