Articles with "weighted estimator" as a keyword



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Asymptotics for the conditional self-weighted M-estimator of GRCA(1) models with possibly heavy-tailed errors

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Published in 2019 at "Statistical Papers"

DOI: 10.1007/s00362-019-01141-8

Abstract: Consider a generalized random coefficient AR(1) model, $$y_t=\Phi _t y_{t-1}+u_t$$ , where $$\{(\Phi _t, u_t)^\prime , t\ge 1\}$$ is a sequences of i.i.d. random vectors, and a conditional self-weighted M-estimator of $$\textsf {E}\Phi _t$$ is… read more here.

Keywords: estimator; self weighted; weighted estimator; asymptotics conditional ... See more keywords
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Optimal Probability Weights for Inference With Constrained Precision

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Published in 2018 at "Journal of the American Statistical Association"

DOI: 10.1080/01621459.2017.1375932

Abstract: ABSTRACT Probability weights are used in many areas of research including complex survey designs, missing data analysis, and adjustment for confounding factors. They are useful analytic tools but can lead to statistical inefficiencies when they… read more here.

Keywords: probability weights; weighted estimator; precision; weights inference ... See more keywords