Research Article

Gamma-Poisson Distribution Model for Text Categorization

Table 4

Classification results for the 20 Newsgroups dataset. For our results, we show the data obtained with all the words in the initial vocabulary.

Model Present work Allison [9]Madsen et al. [7]Clinchant and Gaussier [8] Joachims [21]Kibriya et al. [22]

Multinomial 0.875 0.896 0.8836
Dirichlet-multinomial 0.878
beta-binomial
gamma-Poisson
SVM 0.9352