Posts Tagged ‘ multiple comparisons ’

The American Statistical Association makes a statement on p-values

March 8, 2016
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The American Statistical Association makes a statement on p-values

This deserves to be read, re-read, re-re-read, and taken to heart. The ASA makes their statement on p-values.Some key points:p-values by themselves offer very little information on the utility of a model, the truth of a statement, or what is behind a d...

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Multiple Comparisons with BayesFactor, Part 2 – order restrictions

January 18, 2015
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Multiple Comparisons with BayesFactor, Part 2 – order restrictions

In my previous post, I described how to do multiple comparisons using the BayesFactor package. Part 1 concentrated on testing equality constraints among effects: for instance, that the the effects of two factor levels are equal, while leaving the third free to be different. In this second part, I will describe how to test order restrictions on factor level effects. This post will be a little more involved than the…

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Multiple Comparisons with BayesFactor, Part 1

January 17, 2015
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Multiple Comparisons with BayesFactor, Part 1

One of the most frequently-asked questions about the BayesFactor package is how to do multiple comparisons; that is, given that some effect exists across factor levels or means, how can we test whether two specific effects are unequal. In the next two posts, I'll explain how this can be done in two cases: in Part 1, I'll cover tests for equality, and in Part 2 I'll cover tests for specific…

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The problem of multiple comparisons

August 8, 2012
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The problem of multiple comparisons

John Cook's discussion at Wrong and unnecessary — The Endeavour and the comments to that post are all worth reading (I rarely say that about comments to a post). The post is ostensibly on whether a linear model is useful even though it is no, in the ...

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Example 9.31: Exploring multiple testing procedures

May 14, 2012
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Example 9.31: Exploring multiple testing procedures

In example 9.30 we explored the effects of adjusting for multiple testing using the Bonferroni and Benjamini-Hochberg (or false discovery rate, FDR) procedures. At the time we claimed that it would probably be inappropriate to extract the adjusted p-v...

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Example 9.30: addressing multiple comparisons

May 7, 2012
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Example 9.30: addressing multiple comparisons

We've been more sensitive to accounting for multiple comparisons recently, in part due to work that Nick and colleagues published on the topic. In this entry, we consider results from a randomized trial (Kypri et al., 2009) to reduce problem drinking ...

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