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"Robust regression using probabilistically linked data" by Ray L. Chambers, Enrico Fabrizi et al. - Vimarsana News

"Robust regression using probabilistically linked data" by Ray L. Chambers, Enrico Fabrizi et al.

There is growing interest in a data integration approach to survey sampling, particularly where population registers are linked for sampling and subsequent analysis. The reason for doing this is simple: it is only by linking the same individuals in the different sources that it becomes possible to create a data set suitable for analysis. But data linkage is not error free. Many linkages are nondeterministic, based on how likely a linking decision corresponds to a correct match, that is, it brings together the same individual in all sources. High quality linking will ensure that the probability...

Source: uow.edu.au
"Outlier robust small domain estimation via bias correction and robust " by G. Bertarelli, R. Chambers et al. - Vimarsana News

"Outlier robust small domain estimation via bias correction and robust " by G. Bertarelli, R. Chambers et al.

Abstract Several methods have been devised to mitigate the effects of outlier values on survey estimates. If outliers are a concern for estimation of population quantities, it is even more necessary to pay attention to them in a small area estimation (SAE) context,where sample size is usually very small and the estimation in often model based. In this paper we set two goals: The first is to review recent developments in outlier robust SAE. In particular, we focus on the use of partial bias corrections when outlier robust fitted values under a working model generate biased predictions from sam...

Source: uow.edu.au
"Small area estimation with linked data" by N. Salvati, E. Fabrizi et al. - Vimarsana News

"Small area estimation with linked data" by N. Salvati, E. Fabrizi et al.

Abstract Data linkage can be used to combine values of the variable of interest from a national survey with values of auxiliary variables obtained from another source, such as a population register, for use in small area estimation. However, linkage errors can induce bias when fitting regression models; moreover, they can create non-representative outliers in the linked data in addition to the presence of potential representative outliers. In this paper, we adopt a secondary analyst’s point of view, assuming that limited information is available on the linkage process, and develop small are...

Source: uow.edu.au