507 search results - page 7 / 102 » Generating Better Decision Trees |
AAAI
2006
13 years 9 months ago
2006
Most existing decision tree inducers are very fast due to their greedy approach. In many real-life applications, however, we are willing to allocate more time to get better decisi...
ICML
1999
IEEE
14 years 8 months ago
1999
IEEE
Before applying learning algorithms to datasets, practitioners often globally discretize any numeric attributes. If the algorithm cannot handle numeric attributes directly, prior ...
AUSAI
2004
Springer
14 years 1 months ago
2004
Springer
We propose a multivariate decision tree inference scheme by using the minimum message length (MML) principle (Wallace and Boulton, 1968; Wallace and Dowe, 1999). The scheme uses MM...
ICPR
2002
IEEE
14 years 19 days ago
2002
IEEE
Output Coding is a method of converting a multiclass problem into several binary subproblems and gives an ensemble of binary classifiers. Like other ensemble methods, its perform...
ICANNGA
2007
Springer
13 years 11 months ago
2007
Springer
Predictions computed by a classification tree are usually constant on axis-parallel hyperrectangles corresponding to the leaves and have strict jumps on their boundaries. The densi...