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» Decision Trees for Functional Variables
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JAIR
2008
93views more  JAIR 2008»
13 years 7 months ago
Spectrum of Variable-Random Trees
In this paper, we show that a continuous spectrum of randomisation exists, in which most existing tree randomisations are only operating around the two ends of the spectrum. That ...
Fei Tony Liu, Kai Ming Ting, Yang Yu, Zhi-Hua Zhou
DAC
2003
ACM
14 years 8 months ago
A hybrid SAT-based decision procedure for separation logic with uninterpreted functions
SAT-based decision procedures for quantifier-free fragments of firstorder logic have proved to be useful in formal verification. These decision procedures are either based on enco...
Sanjit A. Seshia, Shuvendu K. Lahiri, Randal E. Br...
BICOB
2010
Springer
13 years 6 months ago
Iterative Split Adjustment for Building Multilabel Decision Trees
A decision tree induction method for multilabel classification tasks (IS-MLT) is presented which uses an iterative approach for determining the best split at each node. The propo...
Aiyesha Ma, Ishwar K. Sethi
IJCAI
1993
13 years 8 months ago
Rule-Based Regression
While decision trees have been used primarily for classification, they can also model regression or function approximation. Like classification trees, regression trees often yield...
Sholom M. Weiss, Nitin Indurkhya
KDD
2007
ACM
177views Data Mining» more  KDD 2007»
14 years 8 months ago
Mining optimal decision trees from itemset lattices
We present DL8, an exact algorithm for finding a decision tree that optimizes a ranking function under size, depth, accuracy and leaf constraints. Because the discovery of optimal...
Élisa Fromont, Siegfried Nijssen