In repeated measure-analysis of variance (univariate, multivariate or mixed models), when time is the repeated factor, do times have to be equally-spaced? Any citable reference would also be appreciated. Thanks.
Thanks, Alex, for looking into this.
It is important to remember that contrasts are simply a formalization of your null hypothesis, that is, given your specific hypothesis about the mean
differences under the null hypothesis, you can derive the appropriate contrast.
I try to give an intuitive and simplified derivation of equal and unequally spaced contrasts for testing a linear trend.
DISCLAIMER: this is a loosely formalized derivation.
Let's first look at the derivation of a linear trend contrast with equal spacing.
Assume, we have four time points of measurement. First, we state that the mean difference between two successive time points is the same,
namely \Delta_t:
\mu_2 = \mu_1 + \Delta_t
\mu_3 = \mu_2 + \Delta_t
\mu_4 = \mu_3 + \Delta_t
A valid contrast must sum up to one, therefore,
we require:
\sum{\mu_i} = 0
The above are four equations with five unknowns,
so we have to choose one arbitrary additional constraint.
Let's fix the time to one time unit between measurements:
\Delta_t = 1
Now, we have obtained a set of linear equations that can be
easily solved (and for the sake of brevity, I will not paste it here):
\mu_1 = -1.5
\mu_2 = -0.5
\mu_3 = +0.5
\mu_4 = +1.5
This is a contrast for a linear trend. Now, if you know the exact time
points of measurement, e.g., measurements at T_0 = 0, T_1 = 6, T_2 = 8, T_3 = 10,
you can derive individual \Delta_{ti} by taking the difference scores of
each two successive measurements and solve the same set of equations
as above. In this example, we would obtain:
\Delta_{t1} = T_1 - T_0 = 6
\Delta_{t2} = T_2 - T_1 = 2
\Delta_{t3} = T_3 - T_2 = 2
\mu_2 = \mu_1 + \Delta_{t1}
\mu_3 = \mu_2 + \Delta_{t2}
\mu_4 = \mu_3 + \Delta_{t3}
Solving this under the same constraints as above, we obtain the following contrast:
\mu_1 = -6/24
\mu_2 = 0
\mu_3 = 2/24
\mu_4 = 4/24
Of course, the above can be similarly calculated for other polynomial contrasts and other number of time points.
For example, when I told a researcher that he was doing hypothesis generating when he was testing the effect of a chemical on 200 different variables (i.e., by this I meant that he could only...
09 October 2012 6,490 6 View
Hiiiii everyone! I have an enquiry on statistical analysis. I was looking for many forum and it's still cannot solve my problem. I want to compare means of two groups of data but only with two...
03 March 2021 8,796 3 View
How to manually calculate p value in ANOVA? what is the equation or formula for it?
03 March 2021 4,928 5 View
I am on the lookout for the Enhanced Yellow Fluorescent Protein (Aequorea victoria) DNA sequence. Does anyone know where I can find it? Thank you in advance
03 March 2021 3,568 1 View
Hi, I want to start testing pitfall trap to obtain ants samples, but I need to conduct molecular analysis on those insects. So, what kind of fluid can I use? Ethanol expires too early and I need...
03 March 2021 5,978 5 View
What's the best way to measure growth rates in House sparrow chicks from day 2 to day 10? Since, the growth curve from day 2 to 10 won't be like the "Logistic curve" it might not follow logistic...
03 March 2021 1,401 3 View
I have conducted and published a systematic review and meta-analysis research with the topic related to public health and health pomotion (protocol was registed in PROSPERO). Now we want to...
03 March 2021 8,920 3 View
dear community, my model is based feature extraction from non stationary signals using discrete Wavelet Transform and then using statistical features then machine learning classifiers in order to...
03 March 2021 6,994 5 View
I just wanted to check if I need to run a linear regression separately if I am using PROCESS MACRO to run mediation analysis. Thank you.
02 March 2021 4,359 3 View
If the detection range is in ng/ml but the reference range is in ug/ml for a molecule or protein in serum or plasma .how to dilute and what is the initial volume to be taken for quantitative analysis
02 March 2021 7,670 3 View
Is There Any Feasible Method To Test The Efficiency Of Fluorescent Compounds Other Than UV Spectrometers ? Suggestions Would Be Appreciated !
02 March 2021 5,785 3 View