Statistical inference for exploratory data analysis and model diagnostics

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چکیده

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Statistical inference for exploratory data analysis and model diagnostics.

We propose to furnish visual statistical methods with an inferential framework and protocol, modelled on confirmatory statistical testing. In this framework, plots take on the role of test statistics, and human cognition the role of statistical tests. Statistical significance of 'discoveries' is measured by having the human viewer compare the plot of the real dataset with collections of plots o...

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An issue in simulation-based statistical inference is that simulation requires a single distribution to sample from, whereas null hypotheses H0 of interest are always composite and hence cannot be simulated directly. The problem of composite null hypotheses is also called the problem of nuisance parameters. Examples of nuisance parameters are the following: In EDA, when the null hypothesis is i...

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Statistical inference for exploratory data analysis

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ژورنال

عنوان ژورنال: Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences

سال: 2009

ISSN: 1364-503X,1471-2962

DOI: 10.1098/rsta.2009.0120