Prévision par arbres de classification
Ghattas, Badih
Mathématiques et Sciences humaines, Volume 147 (1999), p. 31-49 / Harvested from Numdam
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Following the tree method classification, we focus on the instability of the method and suggest a technique where the bootstrap is used. A detailed empirical study is illustrated in this paper.

Après une présentation de la construction de prédicteurs par arbre de classification, nous nous intéressons à l'instabilité de cette méthode et proposons une méthodologie dans laquelle intervient le bootstrap. Une étude empirique détaillée illustre ce travail.

Published online : 1999-01-01
Keywords: classification trees, aggregating classifiers, bootstrap, bagging, prediction, ozone 
@article{MSH_1999__146__31_0,
     author = {Ghattas, Badih},
     title = {Pr\'evision par arbres de classification},
     journal = {Math\'ematiques et Sciences humaines},
     volume = {147},
     year = {1999},
     pages = {31-49},
     language = {fr},
     url = {http://dml.mathdoc.fr/item/MSH_1999__146__31_0}
}

Ghattas, Badih. Prévision par arbres de classification. Mathématiques et Sciences humaines, Volume 147 (1999) pp. 31-49. http://gdmltest.u-ga.fr/item/MSH_1999__146__31_0/

[1] Akaike H., "A now look at the statistical model identification", I.E.E.E. Transaction of Automatic Control. A.C. (19), 1974, 716-723. | MR 423716 | Zbl 0314.62039

[2] Bel L., Bellanger L., Bonneau V., Ciuperca G., Dacunha-Castelle D., Deniau C., Ghattas B., Misiti M., Misiti Y., Oppenheim G., Poggi J.-M., Tomassone R., "Prévisions des pointes de pollution dans la région parisienne, 03 et NO2 : Phase opérationnelle" , Rapport de contrat de recherche Airparif, 1997.

[3] Breiman L., Friedman J.H., Olshen R., Stone C.J., Classification And Regression Trees, Belmont CA., Wadsworth, 1984. | MR 726392 | Zbl 0541.62042

[4] Breiman L., "Heuristic of instability and stabilization in model selection", The Annals of Statistics, Vol. 24, N°6,1996a, 2350-2383. | MR 1425957 | Zbl 0867.62055

[5] Breiman L., "Bagging Predictors", Machine Learning, 24, 1996b, 123-140. | Zbl 0858.68080

[6] Breiman L., "Technical Note : Some Properties of Splitting Criteria", Machine Learning, 1996c, 24, 41-47. | Zbl 0849.68095

[7] Burrows W., Benjamin M., Beauchamp S., Lord E.R., Mccollor D., Thomson B., "CART Decision-Tree Statistical Analysis and Prediction of Summer Season Maximum Surface Ozone for the Vancouver, Montreal, and Atlantic Regions of Canada", Journal of applied meteorology, Vol. 34, 1994, 1848-1862.

[8] Ghattas B., Deniau C., "Essai de classification des stations de mesures d'ozone des réseaux AIRMARAIX-AIRFOBEP", contrat GREQAM-AIRMARAIX, 1998.

[9] Messenger R.C., Mandell M.L., "A model search technique for predictive nominal scale multivariate analysis" , Journal of American Statistical Association N° 67, 1972, 768-772.

[10] Ryan W.F., "Forecasting severe ozone episodes in the Baltimore metropolitan area", Atmospheric Environment, 29 (17), 1995, 2387-2398.

[11] Sheifinger H., Stohl A., Kromp-Kolb H., Spangl W., "A statistical method for predicting daily maximum ozone concentrations" , Gefahrstoffe-Reinhaltung der Luft, Vol. 56, 1996, 133-137.

[12] Wilks D.S., Statistical Methods in Atmospheric Sciences: an introduction, Academic Press, 1995.