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ACP, ACM, FAMD: Which multivariate analysis should you choose?

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The menu offers six tests. The choice depends primarily on the the nature of your variables, following the question asked.

Your variables are…Your questionAnalysis
All quantitativeHow are my traits related?ACP
All qualitativeWhich terms go together?ACM
MixedBoth at the same timeFAMD
All quantitativeIs this piece unusual, taking all its characteristics into account?Hotelling's T²
QuantitativeCan I group my individuals into families?Unsupervised classification
QuantitativeWhat is the structure of the neighborhood, without specifying the number of families?Dendrogram

💡 ACP, ACM et FAMD sont la même famille d’analyse. Si vous ne sélectionnez que des variables quantitatives dans la FAMD, vous obtiendrez exactly the result of the PCA. Use the FAMD as soon as an attribute needs to be included in the analysis.