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7 votes
Accepted

How to report the between study variance through tau2 for vaccine effectiveness using R's metafor?

You cannot transform the $\tau^2$ value that way. Also, most people will struggle to understand the estimate of $\tau^2$ (or some transformed version thereof if this was possible) in the first place. ...
Wolfgang's user avatar
  • 17.6k
6 votes

Can population variance from multiple studies be averaged to use for a sample size calculation?

This may seem like a sinple question, but it is actually more involved than it first appears. Short answer; yes, that is an acceptable approach. But simple averaging may be a coarse approximation, as ...
jginestet's user avatar
  • 3,282
4 votes

Can population variance from multiple studies be averaged to use for a sample size calculation?

You need to use formulae for the pooled variance of subgroups Obtaining a pooled variance from multiple subgroups is a bit more complicated than what you are proposing here (see related question here)....
Ben's user avatar
  • 130k
4 votes
Accepted

Is this equation of the GARCH(1,1) model correct?

This is incorrect in the sense that the equations do not yield a GARCH(1,1) model. Instead of $$\sigma_t^2 = \alpha\sigma_{t-1}^2+\beta z_{t-1}^2 + \gamma$$ it should be $$\sigma_t^2 = \alpha\sigma_{t-...
Richard Hardy's user avatar
3 votes
Accepted

Deriving MSE($\hat{\beta}$) under Linear regression

This uses a decomposition of the expected value of the squared-norm This MSE result is a particular application of a decomposition of the expected value of the squared-norm of a random vector. Start ...
Ben's user avatar
  • 130k
2 votes

Deriving MSE($\hat{\beta}$) under Linear regression

When the parameter $\boldsymbol \theta\in\mathbb R^p, $ one is supposed to work with the matrix-valued squared error loss function $$\mathrm L(\boldsymbol \theta,\delta(\mathbf X))=(\delta(\mathbf X)- ...
User1865345's user avatar
  • 9,577
2 votes
Accepted

Question About Approximating the Variance of the Sample Mean for an AR(1) Process

I think the book may be using different notation from your proof (it would be strange if it were wrong about a simple fact like this in a 5th edition) Write $\sigma^2_X$ for the marginal variance of $...
Thomas Lumley's user avatar
2 votes

Test whether the variance in one group is higher than In another

It is misleading to test for a variance ratio equal to 1.0 with small samples. There is insufficient power of any test. In addition, dichotomous thinking is dangerous. It is far better to use a ...
Frank Harrell's user avatar
1 vote

Why is the variance of ACF of white noise 1/T

The result is straightforward to show, as you will see; but of greater interest are the assumptions and definitions required to make sense of and interpret this result. After all, there's something ...
whuber's user avatar
  • 330k

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