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Using the GUI (8): Post hoc analysis
Here we show how to perform a post-hoc analysis in a significant cluster.
After performing ANOVA or linear contrast, one or more masks will be generated. You can then perform post-hoc in these masks (similar idea as the Region or Area of interested). A post-hoc analysis is applicable if any interaction presented, or any condition contains multiple levels. You can select one or more significant area(s) as data-driven ROI(s) for the post-hoc.
If you are using the GUI, click on Post-Hoc.
Then selected the correspondent RawMap:
Please note: in the GUI you should perform this step right after ANOVA or Linear Contrast.
or simply:
>> [PostHoc] = imapLMMposthoc(StatMap_c,RawMap,LMMmap,'mean');
A pop-up will appear for you to select the region. You can select multiple regions and press “Enter” when finish. You can also press “Enter” without selecting anything to skip a mask. Student t-tests of the raw fixation value for all possible pair comparison of the categorical predictors within the mask will be performed.
Significant contrast is shown in the last matrix.
This wiki is adapted from the original iMap4 guidebook.
If you have any questions about the iMap4 usage, please email [email protected]
Getting started
Theory
- Linear Mixed Models
- Pixel Wise Modeling and non-parametric statistics
- Family-wise error rate (FWER) under H0
- Power analysis of iMap4
Data structures and function usage
- Core functions
- Input Matrix
- LMMmap
- StatMap, Posthoc and figure outputs
- Other useful features and function
Example 1 (GUI)
- Background of Example 1
- Using the GUI (1): Import Data and label columns
- Using the GUI (2): Parameters and Conditions
- Using the GUI (3): Create smoothed fixation matrix
- Using the GUI (4): Optional for preprocessing
- Using the GUI (5): Descriptive Statistics Report
- Using the GUI (6): Spatial Mapping Using Linear Mixed Models
- Using the GUI (7): Hypothesis testing and Display results
- Using the GUI (8): Post-hoc analysis
Example 2 (Code)
Example 3 (Code)
Example 4 (Code)
Future development
Additional information