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Power Enhancement in High Dimensional Cross-Sectional Tests

We propose a novel technique to boost the power of testing a high-dimensional vector H : θ = 0 against sparse alternatives where the null hypothesis is violated only by a couple of components. Existing tests based on quadratic forms such as the Wald statistic often suffer from low powers due to the...

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Pubblicato in:Econometrica
Autori principali: Fan, Jianqing, Liao, Yuan, Yao, Jiawei
Natura: Artigo
Lingua:Inglês
Pubblicazione: 2015
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC4714420/
https://ncbi.nlm.nih.gov/pubmed/26778846
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3982/ECTA12749
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