Posts Tagged ‘ multilevel models ’

ESRC Prior Exposure workshops: advanced Bayesian data analysis

September 2, 2016
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ESRC Prior Exposure workshops: advanced Bayesian data analysis

There are still a few places left on our September Bayesian Data analysis workshops held in Nottingham Trent University on September 15 and 16, 2016.These are part of the ESRC's Advanced Training Initiative and are aimed at PhD students and resear...

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Why I use Panel/Multilevel Methods

July 24, 2015
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Why I use Panel/Multilevel Methods

I don’t understand why any researcher would choose not to use panel/multilevel methods on panel/hierarchical data. Let’s take the following linear regression as an example: , where is a random effect for the i-th group. A pooled OLS regression model for the above is unbiased and consistent. However, it will be inefficient, unless for all […]

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Prior exposure workshops 3 and 4 (Bayesian data analysis for social scientists)

July 17, 2015
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Prior exposure workshops 3 and 4 (Bayesian data analysis for social scientists)

Booking is now open for workshops three and four of our Prior Exposure Bayesian data analysis training (all taking place in Nottingham). The dates are 22 and 23 September 2015.These follow on from the first two workshops but if you have some training i...

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Serious stats: using multilevel models to get accurate inferences for repeated measures ANOVA

June 13, 2013
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Serious stats: using multilevel models to get accurate inferences for repeated measures ANOVA

This article from my other blog may be of interest to readers of this blog: http://seriousstats.wordpress.com/2013/04/18/using-multilevel-models-to-get-accurate-inferences-for-repeated-measures-anova-designs/

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Neuroscience, statistical power and how to increase it

April 21, 2013
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Neuroscience, statistical power and how to increase it

There has been quite a bit of buzz recently about the Button et al. Nature Reviews Neuroscience paper on statistical power. Several similar reviews have been published in psychology and other disciplines and come to broadly the same conclusion - that m...

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Using multilevel models to get accurate inferences for repeated measures ANOVA designs

April 18, 2013
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Using multilevel models to get accurate inferences for repeated measures ANOVA designs

It is now increasingly common for experimental psychologists (among others) to use multilevel models (also known as linear mixed models) to analyze data that used to be shoe-horned into a repeated measures ANOVA design. Chapter 18 of Serious Stats introduces multilevel models by considering them as an extension of repeated measures ANOVA models that can […]

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Using multilevel models to get accurate inferences for repeated measures ANOVA designs

April 18, 2013
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Using multilevel models to get accurate inferences for repeated measures ANOVA designs

It is now increasingly common for experimental psychologists (among others) to use multilevel models (also known as linear mixed models) to analyze data that used to be shoe-horned into a repeated measures ANOVA design. Chapter 18 of Serious Stats introduces multilevel models by considering them as an extension of repeated measures ANOVA models that can […]

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The stimuli-as-fixed-effect fallacy

June 21, 2012
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The stimuli-as-fixed-effect fallacy

Neuroskeptic has just blogged on a new paper by Judd, Westfall and Kenny on Treating stimuli as a random factor in social psychology: A new and comprehensive solution to a pervasive but largely ignored problem. I can't access the original pap...

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Sample Size Estimates for Multilevel Randomized Trials

May 1, 2012
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Sample Size Estimates for Multilevel Randomized Trials

But there are many design issues that affect power in a study that go way beyond a z-test. Like: repeated measures clustering of individuals blocking including covariates in a model Regular sample size software can accommodate some of these issues, but not all. And there is just something wonderful about finding a tool that does just what you need it to. Especially when it's free.

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Serious stats – a quick chapter summary

February 4, 2012
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Serious stats – a quick chapter summary

Here is a list of the contents by chapter with quick notes on chapter content … 0. Preface (About the book; notes on software, mathematics and types of boxed sections) 1. Data, Samples and Statistics (A gentle review of measures … Continue reading →

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