Bayesian Decision Trees

Symbolic Data Analysis and the SODAS Software

Volumn , Issue , 2008, Pages 331-340

  Rasson, Jean Paul ^a   Lallemand, Pascale ^a   Adans, Séverine ^a  

^a UNIVERSITY OF NAMUR   (Belgium)

Author keywords

Bayesian decision tree; Bootstrap methods; Dichotomous hierarchy of classes; Discriminant decision procedure; Kernel estimator; Recursive algorithm; Recursive partition procedure; Smoothing parameter; Work in a monothetic fashion

Indexed keywords

EID: 84858318936     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9780470723562.ch17     Document Type: Chapter

References (8)

1. Bardos, M. (2001) Analyse discriminante: Application au risque et scoring financier. Paris: Dunod.
2. Bertholet, V. (2003) Apports de l'estimation de densité aux arbres de discrimination: Applications réelles. Doctoral thesis. Namur: Facultés Universitaires Notre-Dame de la Paix.
3. Bock, H.-H. and Diday E. (2000) Analysis of Symbolic Data: Exploratory Methods for Extracting Statistical Information from Complex Data. Berlin: Springer-Verlag.
4. Breiman, L., Friedman J., Olshen, R. and Stone, C. (1984) Classification and Regression Trees. Belmont, CA: Wadsworth.
5. Kubushishi T. (1996) On some applications of the point process theory in cluster analysis and pattern recognition. Doctoral thesis. Namur: Facultés Universitaires Notre-Dame de la Paix, Namur, Belgium.
6. Rasson, J.P. and Kubushishi T. (1994) The gap test: an optimal method for determining the number of natural classes in cluster analysis. In E. Diday, Y. Lechevallier, M. Schader, P. Bertrand and B. Burtschy, (eds), New Approaches in Classification and Data Analysis, pp. 186-193. Berlin: Springer-Verlag.
7. Silverman, B. (1981) Using kernel density estimates to investigate multimodality. Journal of the Royal Statistical Society, B, 43: 97-99.
8. Silverman, B. (1986) Density Estimation for Statistics and Data Analysis. London: Chapman & Hall.