63 search results - page 6 / 13 » MDL-Based Decision Tree Pruning |
96
Voted
ILP
2005
Springer
15 years 5 months ago
2005
Springer
Abstract. We study predicate selection functions (also known as splitting rules) for structural decision trees and propose two improvements to existing schemes. The first is in cl...
ICML
2007
IEEE
16 years 14 days ago
2007
IEEE
We propose a formulation of the Decision Tree learning algorithm in the Compression settings and derive tight generalization error bounds. In particular, we propose Sample Compres...
100
Voted
FLAIRS
2008
15 years 2 months ago
2008
In machine learning, decision trees are employed extensively in solving classification problems. In order to design a decision tree classifier two main phases are employed. The fi...
82
Voted
ECAI
2004
Springer
15 years 5 months ago
2004
Springer
This paper addresses the problem of the explanation of the result given by a decision tree, when it is used to predict the class of new cases. In order to evaluate this result, the...
109
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ICML
2001
IEEE
16 years 14 days ago
2001
IEEE
Accurate, well-calibrated estimates of class membership probabilities are needed in many supervised learning applications, in particular when a cost-sensitive decision must be mad...