Repeated measures data occurs when more than one measurement is collected on the same unit (e.g. subject). This data cannot be analysed through normal methods because the rows in the data are not independent due to the multiple measurements. The time sequencing of the measures may not be important.

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Understanding ANOVA formula in R and choosing the most appropriate model

I am new to R (and by extension statistics), and am having a tough time in making sense of this repeated measures ANOVA formula, please bear with me. I think I understand what the formula implies, but ...
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4 views

After ordering data, sorting the other variables ascending [migrated]

I'm still at a beginning level of R, so I'm having difficulty to make a certain plot called a "lasagna plot". for this I need to first order my data by a categorical value. but after this i have no ...
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26 views

Repeated measures vs. cluster in logistic regression

I have data from an experiment in which participants played a repeated game 50 times. That is, I have 50 data points per participant. I want to run a logistic regression and I have of course to take ...
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17 views

Tukey's HSD after Repeated Measures One-Way ANOVA

We compare the performance of >2 classifiers. Samples are drawn from n-fold cross-validations on the same data sets. We are aware of the fact that cross-validation makes the samples dependent, because ...
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16 views

Difference between Time series and repeated measures analysis? [duplicate]

Can anyone please elaborate what is the difference between Time Series Analysis and Repeated Measures models? Also, Can we forecast based on the Repeated Measures model having Time as a covariate?
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1answer
20 views

Equivalent of paired $t$-test for dispersion

I'd like to compare, in a within subject design, the dispersion of two conditions. At first I thought about taking the standard deviation by individual and condition, and compute a paired $t$-test on ...
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33 views

Can I do two factor repeated measures ANOVA with differing numbers of measures per group?

I want to compare reaction time in four groups but I have three measures (pretest,post test and delayed post test) only in one of the groups. it was impossible to give post test and delayed post test ...
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12 views

Fitting a Mixed Model with Random and Repeated effects in SAS

I have want to fit a linear regression with repeated measures and random effects. The data come from clinical observations. In CT images The dependent variable is the diameter of a lymph node lesion ...
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15 views

SPSS Repeated measures with different pre-post measures

I have the following data: 20 participants, each one going through 2 types of treatments (A & B) at 3 different sessions (times). For each treatment session, i am collecting 6 "normal" ...
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22 views

How to apply the random statement in my model?

i am trying to model the following data in SAS using proc glimmix and i would like feedback if i have modelled my data correctly. My data consist of individual chickens (ID) who are grouped by ...
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1answer
14 views

How to analyze two-way within subjects design with binary data

I am interested in testing how users perform on three different user interfaces. On each of the three interfaces, a person will try 12 Tasks. So each participant will do Task 1 three times, Task 2 ...
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1answer
35 views

Repeated-measures, crossover analysis using linear mixed model in R

I have a data set that I am attempting to analyse in R and I am relatively new to the environment. My full data set contains 7 subjects (represented by Subject), that all receive 3 treatments ...
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27 views

Odds ratios from logistic regression on subsets of data using R

I have 15 subjects each with 200 trials & I'd like to run separate regressions for each subject. If I just run the regression on the whole dataset I am able to generate odds ratios / confidence ...
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6 views

Reliability Measure for Unequal Subjects between Raters?

I am comparing two medical imaging analysis techniques, and I would like to assess the inter- and intra-rater reliability for using each method. I am planning the study design, and would like help ...
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42 views

F-ratio in repeated-measures ANOVA

In factorial designs with one random factor and one fixed factor, the expected mean square for the fixed factor does contain three sources: the main effect, the interaction, and error Therefore, to ...
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23 views

Analysis of repeated treatment design (Linear panel model vs. ANOVA)

General information Assume you have the following quasi-experimental repeated treatment design (T = Treatment, M = Measurement): ...
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1answer
29 views

Repeated measures paired test

I have the following data: 2 conditions - experimental & control. 20 participants, each having 3 results for each condition. Like in the following table: ...
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17 views

Use repeated measures to predict binary outcome

I had an experiment using a 2 (between-subject variable, say Drug treatment) X 3 (within-subject variable, say Condition, which is counter-balanced, so time is not a concern here). Each condition has ...
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26 views

Understanding repeated covariance types in SPSS?

I am working in SPSS on a repeated measures linear mixed model and I am having a really hard time wrapping my head around how to select a "repeated covariance type". The options are: ...
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30 views

Within-subject and between-subject fixed effects in mixed model

I've been trying to analyze some data using mixed models but I have some troubles to understand how should I include both within-subject and between-subject fixed effects in such models. Let's ...
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23 views

MANOVA for mixed model with multiple repeated measurements

I struggle performing a MANOVA for a mixed model. I have the following columns: S - subject (1,...,N) B - in between group (B1, B2) W - repeated measurement - within (W1, W2) M - measured dependent ...
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14 views

Analysis of ordinal data with multiple assessments per unit… the right approach?

Suppose I have a dataset with the following information: N objects, each of which can be rated The number of ratings per object is variable (raters are unidentified), e.g., there are 30 objects each ...
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1answer
84 views

Test whether time of maximum differs across two groups

Suppose I have 10 repeated measurements of a quantitative variable $X$ of the individuals within two groups (let's call them A and B). For each group, I have the estimated means of variable $X$ at the ...
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19 views

How to model a multiplicative effect of a parameter

I am having difficulty in fitting a model on data. Basically, I have data about the evaluation of phenotypic property (i.e. hard) of 65 palm trees by 5 judges. As an evaluation scheme, each judge ...
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14 views

How to compute the Greenhouse-Geisser Epsilon for the interaction term of the 2 repeated factors in a Repeated Measures ANOVA

I’m trying to implement a program in C# to get the Greenhouse-Geisser Epsilon for a 2 factor ANOVA design with 3 levels each factor. Following the procedure on ...
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1answer
75 views

Longitudinal item response theory models in R

I'm trying to fit longitudinal item response theory (IRT) models in R. I have a test that was administered at multiple measurement occasions. I'd like to examine individuals' growth curves of factor ...
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45 views

Using repeated measures anova: Am I right?

We have just finished an experiment, where we had samples distributed into 6 groups and each group receiving a different treatment. Each group had 5 samples, with 20 replicate measurements taken per ...
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24 views

Calculating sample size. Repeated measures within subject

I'm trying to calculate the sample size for a repeated measures within subject experiment. I'm going to test the subjects under 4 conditions and for each condition 6 measurements are taken at ...
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40 views

How to: repeated measures anova and Friedman's test with multiple imputations for missing data

I have a study where patients were measured pre-operatively (time_pre), post-operatively (time_post) and long-term follow-up (time_lt). I have 60 subjects. Data consists of: 5 scale variables ...
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10 views

G* power for ANOVA repeated measures

I'm using G*Power to obtain an estimation of the sample size required. I have a 3×3 within-subject design (i.e., two factors,with 3 levels each). I used the partial eta squared of one of my ...
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8 views

Plots for Two Within Subjects ANOVA

I am curious, given a data set that has a design with two within subjects factors, which plots would work the best to generalize the the observations?
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6 views

MLR equivalent for repeated measures, multiple correlated responses

I'd like to determine the best approach to determining effect sizes for a set of experimental data with multiple correlated responses. Due to repeated measurements and high correlation between ...
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25 views

Repeated measures ANOVA with missing data

I have a DB with multiple missing values (scale, ordinal and nominal). I used multiple imputation to fill in these missing values. How can I perform a repeated measures ANOVA on these (5) datasets? ...
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7 views

Repeated measures with multiple time points for the predictor and dependent variable: Does Xt-1 predict Yt better than Yt-1 predict Xt?

I have a question on what type of analysis I should be looking into to analyze some data I have: Suppose you have 2 runners X and Y, and they take turns sprinting 100 meters, with runner X going ...
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46 views

Is this longitudinal data too complicated for GLMM or GEE?

After writing this post, I've realized that I am running around in circles, chasing my tail. Any help approaching this problem would be greatly appreciated, as I think I just need to bounce ideas ...
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27 views

Multivariate Multiple Regression with Repeated Dependent Measures [MATLAB]

[Originally posted in Mathematics before I realized this was a better venue] I have a dataset with $p$ predictors for $i$ items (so multiple regression). For each of $s$ subjects, I have $r$ repeated ...
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20 views

Remedial-level help needed on repeated measures analysis in R

I am very much a novice and really looking for some help. Following advice from a colleague I tried positing this on Stack Overflow but was told I was off topic and should post it here. I'm not trying ...
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34 views

Analyzing behavioural data

Background and experiment details We have just completed data collection for an experiment. The experiment was a long term study which involved assessing the effect of a drug on behavioural ...
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76 views

convert F-values to effect size

For a meta-analysis I'd like to calculate and aggregate ES-values from studies reporting F-values for mixed model-ANOVA-s. Can you recommend any literature specifically on this topic? +++ After ...
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42 views

How to find significant difference in a group/ ANOVA

Am I right to say that the results from the a repeated measures ANOVA does not tell you where a difference is in the group (if any)? So a post hoc test needs to be carried out? I'm using Stata to ...
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1answer
35 views

How to compare means of repeated measures between groups in SPSS

I'm having trouble regarding which test to run on my data in SPSS. I have two groups (condition1 and condition2) which is also my independent variable (categorical). Both groups were asked to rate ...
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1answer
33 views

Ignore assumptions and still go ahead with a parametric test?

I have data which is not normally distrubuted (histogram doesnt show a bellshape data and normal plot shows a bit of a zig zag data going through line of best fit) but standard deviations are of ...
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31 views

What is the equivalent of a repeated ANOVA using a mixed effect model with lme?

I have a data frame with this structure: ...
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44 views

Significant result in multivariate table?

I have 30 patients and 30 controls and am interested in group differences in an MRI measure. This measure was taken in 5 different anatomical structures, and each structure exists bilaterally (there ...
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25 views

repeated measures ANOVA - non-experimental data

For every year, for eight years, I have a set of projects (n=332). The number of projects that exist in each year varies (for example, some years there are 10 projects others there are 60). In each ...
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1answer
27 views

Repeated measures design with measurements from different groups of animals

In a repeated measured design we measure a particular variable at different time points from the same subjects. In animal experiments, if animals are sacrificed at every time point to measure a ...
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1answer
38 views

fitting LMEMs for repeated measures with no correlation between intercept and slope

For a simulation study, I contrast the power of different LMEMs for repeated measures. To get p-values, I use likelihood ratio tests where I compare a model including a fixed treatment effect with one ...
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21 views

One Factor Repeated Measure, Two Way ANOVA

Is there some way in R to output not only the main effects and the interactions of the two factors using an aov() like function but also the variance of the subject within a non-repeated factor? For ...
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34 views

MANOVA vs repeated measues ANOVA example

I have the following situation (4 independent treatment groups, each group is tested for 3 dependent variables) and was wondering what would be the best to do: What is the best test to do? I have ...
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1answer
59 views

Multilevel modeling: longitudinal data with within-subjects factors

I have a data set with experimental data that I am analysing with multilevel modeling. Data are structured as follows: 24 Sessions 6 Subjects per Session 10 Rounds per Subject There was one ...