Search results for "auxiliary information"

showing 2 items of 2 documents

Sample allocation for efficient model-based small area estimation

2017

We present research results on sample allocations for efficient model-based small area estimation in cases where the areas of interest coincide with the strata. Although model-assisted and model-based estimation methods are common in the production of small area statistics, utilization of the underlying model and estimation method are rarely included in the sample area allocation scheme. Therefore, we have developed a new model-based allocation named g1-allocation. For comparison, one recently developed model-assisted allocation is presented. These two allocations are based on an adjusted measure of homogeneity which is computed using an auxiliary variable and is an approximation of the int…

kriteeritauxiliary informationmeasure of homogeneityoptimal area sample size
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On overall sampling plan for small area estimation

2017

The time and budget restrictions in survey sampling can impose limits on the area sample sizes. This may reduce the possibility to obtain area-specific and population parameters estimates with adequate precision. Market research companies and institutes for producing official statistics face frequently this problem. Various models and methods for small area estimation (SAE) have been developed to solve this problem. The sample allocation must support the selected model and method to ensure efficient estimation and must be implemented in the design phase of the survey. The proposed allocation is developed by incorporating auxiliary information, a model, and an estimation method. The estimate…

sample allocationEconomics and Econometricsmodel selection05 social sciencesauxiliary informationEBLUP estimation01 natural sciencesManagement Information Systemslow sample size010104 statistics & probabilitySmall area estimation0502 economics and businessStatistics0101 mathematicsStatistics Probability and Uncertainty050205 econometrics Mathematics
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