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» Advances in decision tree construction
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KDD
2001
ACM
140views Data Mining» more  KDD 2001»
13 years 9 months ago
Advances in decision tree construction
Johannes Gehrke, Wei-Yin Loh
KDD
1999
ACM
185views Data Mining» more  KDD 1999»
13 years 9 months ago
Visual Classification: An Interactive Approach to Decision Tree Construction
Satisfying the basic requirements of accuracy and understandability of a classifier, decision tree classifiers have become very popular. Instead of constructing the decision tree ...
Mihael Ankerst, Christian Elsen, Martin Ester, Han...
KDD
2003
ACM
132views Data Mining» more  KDD 2003»
14 years 5 months ago
PaintingClass: interactive construction, visualization and exploration of decision trees
Decision trees are commonly used for classification. We propose to use decision trees not just for classification but also for the wider purpose of knowledge discovery, because vi...
Soon Tee Teoh, Kwan-Liu Ma
SIGMOD
1999
ACM
122views Database» more  SIGMOD 1999»
13 years 9 months ago
BOAT-Optimistic Decision Tree Construction
Classification is an important data mining problem. Given a training database of records, each tagged with a class label, the goal of classification is to build a concise model ...
Johannes Gehrke, Venkatesh Ganti, Raghu Ramakrishn...
PAMI
1998
127views more  PAMI 1998»
13 years 4 months ago
The Random Subspace Method for Constructing Decision Forests
—Much of previous attention on decision trees focuses on the splitting criteria and optimization of tree sizes. The dilemma between overfitting and achieving maximum accuracy is ...
Tin Kam Ho