model building question
From: alison@c255.ucsf.EDU (ABoeckmann)
Subject: model building question
Date: 19 Aug 1997 18:42:44 -0400
Attached is a question that was sent today by Paul Laub. Full text of the question is attached below. My comments are marked with >.
QUESTION 1: Is my interpretation correct?
>Yes.
QUESTION 2: Is there still some way of getting individual ETAs at this early stage of model development?
>Yes, use Exponential moel for eta, as you suggested.
>This is suggested in Guide VII, Conditional Estimation Methods,
>Chapter III, p. 8.
QUESTION 3: How do I explain the equality of ETAs returned from the exponential and proportional representation?
>This is not so surprising. Guide VII, above, tells you to expect just
>what you have seen. Please look through Guide VII - it is only 12
>pages long and contains much valuable information about posthoc and
>other conditional methods.
Finally I would like to gain so physical intuition about the meaning of individual ETAs and elements of the OMEGA matrix. I can readily do this for the additive and proportional representations but have no idea how to do this for the exponential representation.
QUESTION 4: Can anyone help me here?
>With first order estimation method, there is no difference between
>proportional and exponental models for eta. The interpretation of
>OMEGA is the same. In Guide IV, Chapt. 3, it is stated:
>
>These estimates are empirical Bayesian esti- mates, conditional not
>only on the data, but, importantly, also on values for the
>population parameters. If the first-order estimation method is
>used, they may be obtained after the population parameter
>estimates have themselves been obtained.
>
>I don't know what "physical intuition" you are looking for. Many
>physiological characteristics (e.g., body weight) have skewed rather
>than symmetric distributions in the population, so it is not such
>an odd way of modelling them.
>One further note:
>
>Guide V was for the most part written prior to the developement
>of the conditional estimation methods, and before people realized
>how useful posthoc etas etc. can be early in model development.
>The short course content has changed since it was written.
>That is why the additive/proportional models for eta appear in
>Guide V rather than the (under some circumstances) equivalent
>exponential model. Sorry if it you found it misleading in that
>respect.
Alison Boeckmann