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MANOVA - explained with a simple example 

TileStats
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If you fail on the assumptions, PERMANOVA could be an option:
• PERMANOVA and permutat...
In this video, we will have a look at the multivariate analysis of variance (MANOVA). The video starts with a comparison with ANOVA and points out the differences between ANOVA and MANOVA. Then (02:10) we will see how MANOVA can be applied on a simple example, its assumptions (04:40), and the math behind MANOVA (07:40).

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4 июл 2024

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Комментарии : 40   
@mohamedahmed-kd8ue
@mohamedahmed-kd8ue Год назад
great videos . its summary and not forget the important points . Thanks Prof
@spp626
@spp626 4 месяца назад
It was an awesome lecture! Thank you so much!!!
@tilestats
@tilestats 2 года назад
If you like this video, you can buy the corresponding ebook (plain PDF) that I used to record this video at www.tilestats.com/ On this page, you will also find all of my videos in a logical order.
@RainnyTania
@RainnyTania Год назад
May I ask if the example data is bivariate?
@tilestats
@tilestats 6 месяцев назад
Here is the nonparametric alternativ to MANOVA PERMANOVA and permutation tests - explained ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-v7u8lHgoWig.html
@krupniok
@krupniok 2 года назад
Thank you for your work! I am currently watching all of your videos to refresh some statistics topics. Are you still working on new videos? A video about post-hoc tests for a MANOVA would be appreciated.
@tilestats
@tilestats 2 года назад
Thank you! You can run an ANOVA after a significant MANOVA, and then use some method for multiple comparison, as I have several videos on.
@nathaliec1662
@nathaliec1662 2 года назад
Thank you so much for these videos!!!
@tilestats
@tilestats 2 года назад
Thank you!
@yaweli2968
@yaweli2968 4 месяца назад
Best explanation so far. My question is, this specific example is not a 1-way Monova because of the bacteria and viral as two factors? If it’s a one way Monova, can you please elaborate on that? Thanks for the video.
@tilestats
@tilestats 4 месяца назад
This is a one-way MANOVA because we only have one factor, the type of infection. Suppose that we would also include sex as an independent variable, then we will have a two-way MANOVA because we will then have two factors.
@gajendrasahu8429
@gajendrasahu8429 2 года назад
How did you calculate P Value and F Statistic? Can you please point to any documentation where it is explained?
@tilestats
@tilestats 2 года назад
The F-stat requires a lot of calculations and is different for the four different statistics. That is why I did not include it in the video. I would recommend this page for calculating the F-stat by hand: ncss-wpengine.netdna-ssl.com/wp-content/themes/ncss/pdf/Procedures/NCSS/Multivariate_Analysis_of_Variance-MANOVA.pdf Also, if you have only two groups, you can instead use the Hotelling's T-square test, which has simpler math, explained in this video: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-RmktDvMrhGw.html
@Martyr022
@Martyr022 3 года назад
could you do a video on factorial manova? I'm so lost as the text i'm reading does a poor job of explaining the formulas, notations, etc
@tilestats
@tilestats 3 года назад
I do not have any material for that at the moment. I'm planning to do factorial ANOVA first. I hope to do this in the future.
@Martyr022
@Martyr022 3 года назад
@@tilestats sounds good! Love your channel by the way :)
@jasminebanks2826
@jasminebanks2826 3 года назад
super helpful!!!
@tilestats
@tilestats 3 года назад
Great!
@dorukylmaz4864
@dorukylmaz4864 2 года назад
Thank you so much for explanation. But could you please explain how to calculate the -121 values in SSCPt matrix (9:30)
@tilestats
@tilestats 2 года назад
That is calculated by the numerator in the equation for the covariance. Watch this video, starting at around 6 min, to see how this is calculated: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-2bcmklvrXTQ.html
@dorukylmaz4864
@dorukylmaz4864 2 года назад
@@tilestats thank you.
@joaquimeduardo9259
@joaquimeduardo9259 Год назад
Manova: excellent didactic
@gregfrelingos3329
@gregfrelingos3329 2 года назад
Will you always have 2 Eigen values, no matter how many IV's or DV's you use?
@tilestats
@tilestats 2 года назад
No, if you, for example, would have a third DV, you will instead get 3-by-3 matrices and thus 3 eigenvalues and 3 eigenvectors, and so forth.
@tilestats
@tilestats 2 года назад
The number of DV = number of eigenvalues. The number of groups does not effect how many eigenvalues we will compute. It seems like you have 3 DV -> 3 eigenvalues.
@BobSmith-te5tw
@BobSmith-te5tw 2 года назад
@@tilestats Awesome thanks! Here is another question for you :) Using the regress procedure, a researcher tests the interaction between a binary variable condition (0=control, 1=experimental) and a numeric variable, age. She enters condition using the indicator coding i. She enters age as centred around the mean. She finds that the simple slope of age in the control condition is 1.0, and the coefficient for the interaction is -.5 What will the simple slope of age be in the experimental condition?
@tilestats
@tilestats 2 года назад
I have a video on multiple linear regression with interaction (second example) that might help you: ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-AP_K7SaKkIE.html
@bhanureddy2087
@bhanureddy2087 2 года назад
How do you calculate the p-value can someone explain it please
@tilestats
@tilestats 2 года назад
See my answer to one of the comments below for how to calculate the F-statistics. Once you have the F-statistics, you can use an F-distribution to compute the p-value.
@mosescruz174
@mosescruz174 Месяц назад
Can you tell me your reference on the MANOVA? What book is it
@tilestats
@tilestats Месяц назад
I have no book for my examples. It is based on my own research.
@mosescruz174
@mosescruz174 Месяц назад
​@@tilestatsoh okay, can I ask some of your references of research? MANOVA is my report in statistics and I am basing my explanation off of your explanation since you executed it easily and clearly
@nelsonk1341
@nelsonk1341 2 года назад
Thank you Sir
@tilestats
@tilestats 2 года назад
Thank you!
@RainnyTania
@RainnyTania Год назад
Is the example data is bivariate data?
@tilestats
@tilestats Год назад
Yes, since the data set consists of two variables.
@amrsalaheldinabdallahhammo663
Are there differences between MANOVA and rank MANOVA?
@tilestats
@tilestats Год назад
If you violate the assumptions of MANOVA (or have ordinal data), the rankMANOVA might be an alternative since it is a non-parametric test based on ranks.
@8591daniel
@8591daniel 11 месяцев назад
Manowar
@8591daniel
@8591daniel 11 месяцев назад
Manowar