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» Decision Trees for Uncertain Data
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113
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ICDM
2010
IEEE
127views Data Mining» more  ICDM 2010»
14 years 12 months ago
Learning Markov Network Structure with Decision Trees
Traditional Markov network structure learning algorithms perform a search for globally useful features. However, these algorithms are often slow and prone to finding local optima d...
Daniel Lowd, Jesse Davis
98
Voted
JDWM
2007
107views more  JDWM 2007»
15 years 1 months ago
Evolutionary Induction of Mixed Decision Trees
This article presents a new evolutionary algorithm (EA) for induction of mixed decision trees. In nonterminal nodes of a mixed tree, different types of tests can be placed, rangin...
Marek Kretowski, Marek Grzes
VLDB
1998
ACM
120views Database» more  VLDB 1998»
15 years 6 months ago
PUBLIC: A Decision Tree Classifier that Integrates Building and Pruning
Classification is an important problem in data mining. Given a database of records, each with a class label, a classifier generates a concise and meaningful description for each c...
Rajeev Rastogi, Kyuseok Shim
JORS
2010
149views more  JORS 2010»
14 years 8 months ago
Modelling LGD for unsecured personal loans: decision tree approach
The Basel New Accord which is being implemented throughout the banking world on 1 January 2007 has made a significant difference to the use of modelling within financial organisat...
Ania Matuszyk, C. Mues, Lyn C. Thomas
ICCV
2011
IEEE
14 years 1 months ago
Decision Tree Fields
This paper introduces a new formulation for discrete image labeling tasks, the Decision Tree Field (DTF), that combines and generalizes random forests and conditional random fiel...
Sebastian Nowozin, Carsten Rother, Shai Bagon, Ban...