L’objectif de ce TP est de comparer différentes méthodes de prévisions vus en cours. Nous nous intéressons à l’évolution sur 10 ans du nombre d’immatriculations de voitures particulières en France.
library(readxl)
immat <- read_excel("c7ex2.xls")
X <- ts(immat[!is.na(immat[,2]),2],frequency = 12)
plot(X)
![](data:image/png;base64,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)
Pour évaluer les qualités prédictives des modèles considérés, nous séparons la dernière année des neuf précédentes.
X.app <- window(X,end=c(9,12))
X.test <- window(X,start=10)
- Analyser graphiquement la série.
- A partir des méthodes vues en cours et dans les TP précédents proposer un modèle de type SARIMA pour la série considérée. Nous rappelons ici les principales étapes de construction d’un modèle de type SARIMA (méthodologie de Box et Jenkins).
- Etape 1 : stationnarisation de la série par différentiation. On pourra dans un premier temps transformer les données (transformation \(\log\) ou \(x\mapsto x^\alpha\)) pour stabiliser la variance. On peut faire appel ici aux tests de racines unitaires.
- Etape 2 : visualisation des ACF et PACF empiriques pour déterminer les paramètres \(p\), \(q\), \(P\) et \(Q\).
- Etape 3 : estimation des paramètres.
- Etape 4 : tests de blancheur des résidus.
- Etape 5 : prévision à partir du modèle retenu.
- Proposer un modèle de lissage exponentiel.
- Prédire les valeurs de la série sur la dernière années à partir des modèles retenus. Quel modèle proposeriez-vous ?