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Design And Inference In Finite Population Sampling by A. Hedayat

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1Causal Inference In Rebuilding And Extending The Recondite Bridge Between Finite Population Sampling And Experimental Design

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This article considers causal inference for treatment contrasts from a randomized experiment using potential outcomes in a finite population setting. Adopting a Neymanian repeated sampling approach that integrates such causal inference with finite population survey sampling, an inferential framework is developed for general mechanisms of assigning experimental units to multiple treatments. This framework extends classical methods by allowing the possibility of randomization restrictions and unequal replications. Novel conditions that are "milder" than strict additivity of treatment effects, yet permit unbiased estimation of the finite population sampling variance of any treatment contrast estimator, are derived. The consequences of departures from such conditions are also studied under the criterion of minimax bias, and a new justification for using the Neymanian conservative sampling variance estimator in experiments is provided. The proposed approach can readily be extended to the case of treatments with a general factorial structure.

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  • Title: ➤  Causal Inference In Rebuilding And Extending The Recondite Bridge Between Finite Population Sampling And Experimental Design
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The book is available for download in "texts" format, the size of the file-s is: 0.44 Mbs, the file-s for this book were downloaded 20 times, the file-s went public at Fri Jun 29 2018.

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2Design And Inference In Finite Population Sampling

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This article considers causal inference for treatment contrasts from a randomized experiment using potential outcomes in a finite population setting. Adopting a Neymanian repeated sampling approach that integrates such causal inference with finite population survey sampling, an inferential framework is developed for general mechanisms of assigning experimental units to multiple treatments. This framework extends classical methods by allowing the possibility of randomization restrictions and unequal replications. Novel conditions that are "milder" than strict additivity of treatment effects, yet permit unbiased estimation of the finite population sampling variance of any treatment contrast estimator, are derived. The consequences of departures from such conditions are also studied under the criterion of minimax bias, and a new justification for using the Neymanian conservative sampling variance estimator in experiments is provided. The proposed approach can readily be extended to the case of treatments with a general factorial structure.

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  • Title: ➤  Design And Inference In Finite Population Sampling
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  • Language: English

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The book is available for download in "texts" format, the size of the file-s is: 798.70 Mbs, the file-s for this book were downloaded 112 times, the file-s went public at Mon May 04 2020.

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