Sampling With Replacement

Sampling is called with replacementwhen a unit selected at random from the population is returned to the population and then a second element is selected at random. Whenever a unit is selected, the population contains all the same units. A unit may be selected more than once. There is no change at all in the size of the population at any stage. We can assume that a sample of any size can be selected from the given population of any size. This is only a theoretical concept and in practical situations the sample is not selected by using this scheme of selection. Suppose the population size N = 5 and sample size n = 2, and sampling is done with replacement.Out of 5 elements, the first element can be selected in 5 ways. The selected unit is returned to the main lot and now the second unit can also be selected in5 ways. Thus in total there are 5 \times 5 = 25 samples or pairs which are possible. Suppose a container contains 3 good bulbs denoted by {G_1},{G_2} and {G_3} and 2 defective bulbs denoted by {D_1} and {D_2}. If any two bulbs are selected with replacement,there are 25 possible samples listed between in table.





































The number of samples is given by {N^n} = {5^2} = 25. The selected sample will be any one of the 25 possible samples. Each sample has equal probability 1/25 of selection. A sample selected in this manner is called simple random sample.