On estimating entropy of sampling designs

The focus of this paper is on finding suitable estimators of the entropy for different fixed size pips sampling designs. What estimator to use depends on the design and the situation. Some estimators are suitable only for small populations and samples. Other estimators can be used only for designs that have a known and practical probability function. Five different cases are covered. The entropy estimators presented are general and can be used for other sampling designs.