Study programme 2024-2025 | Français | ||
Multivariate Descriptive Statistics | |||
Learning Activity |
Code | Lecturer(s) | Associate Lecturer(s) | Subsitute Lecturer(s) et other(s) | Establishment |
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P-SMSL-012 |
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Language of instruction | Language of assessment | HT(*) | HTPE(*) | HTPS(*) | HR(*) | HD(*) | Term |
---|---|---|---|---|---|---|---|
Français | Français | 15 | 15 | 0 | 0 | 0 | Q1 |
Content of Learning Activity
The techniques of the multidimensional analysis: basic concepts: the geometrical representations (space of variables, spaces of the individuals), notions of matrix calculation, notion of distance; general principle of the Factorial Analysis; PCA (principle of adjustment, principle of rotation); simple Correspondence Analysis ; Multiple Correpondence Analysis ; simple and multiple linear Regression ( predicted variables selection, multicollinearity) ; Discriminante Analysis. R learning.
Required Learning Resources/Tools
Slides via Moodle
Recommended Learning Resources/Tools
Not applicable
Other Recommended Reading
. Bouroche J-M. & Saporta G., L'analyse des données, Collection Que sais-je ? n°1854, PUF, 1998.
. Bry X., Analyses factorielles simples, Coll. Techn.quantitatives poche, Ed. ECONOMICA, 1995.
. Bry X., Analyses factorielles multiples, Coll. Techn.quantitatives poche, Ed. ECONOMICA, 1999.
. Cibois P., L'analyse factorielle, Collection Que sais-je ? n°2095, PUF, épuisé.
. Escofier B. & Pagès J., Analyses factorielles simples et multiples, DUNOD, Paris, 2ème éd, 1990.
. Fisher R.A., The use of multiple multiple measurements in taxonomic problems, Annals of Eugenics London, 10, pp. 422-429, 1936.
. Lebart L., Morineau A. & Piron M., Statistique exploratoire multidimensionnelle, DUNOD, Paris, 3ème éd, 2000.
. Mahalanobis P.C., On the generalized Distance in Statistics, Proceedings of national Institute of Sciences of India, 2, pp. 49-55, 1936.
. Reuchlin M., Méthodes d'analyse factorielle à l'usage des psychologues, PUF, Paris, 1964.
. Rouanet H. & Le Roux B., Analyse des données multidimensionnelles, Dunod, Paris, 1993.
. Stafford J.& Bodson P., L'analyse multivariée avec SPSS, Presses de l'Université du Québec, Québec, 2006.
Mode of delivery
Type of Teaching Activity/Activities
Evaluations
The assessment methods of the Learning Activity (AA) are specified in the course description of the corresponding Educational Component (UE)
Location of learning activity
Location of assessment