[PDF][PDF] Induction of oblique decision trees

D Heath, S Kasif, S Salzberg - IJCAI, 1993 - Citeseer
oblique decision trees with accuracies comparable to those of large axis{parallel trees. … e
cient algorithms for nding good oblique decision surfaces in a decision tree. If construction of a …

A system for induction of oblique decision trees

SK Murthy, S Kasif, S Salzberg - Journal of artificial intelligence research, 1994 - jair.org
… algorithm for inducing oblique decision trees from examples. … as an oblique decision tree
induction system and is available … other existing randomized oblique decision tree methods (…

Inducing oblique decision trees with evolutionary algorithms

E Cantú-Paz, C Kamath - IEEE Transactions on Evolutionary …, 2003 - ieeexplore.ieee.org
induce oblique DTs [6]. Their experiments with four small public-domain data sets showed
that sometimes GP can find oblique trees … to our GA for inducing oblique trees. The population …

A framework for bottom-up induction of oblique decision trees

RC Barros, PA Jaskowiak, R Cerri, AC de Carvalho - Neurocomputing, 2014 - Elsevier
… Different from virtually every top-down decision-tree induction algorithm, BUTIF … tree. We
compare distinct instances of BUTIF to traditional univariate and oblique decision-tree induction

A bottom-up oblique decision tree induction algorithm

RC Barros, R Cerri, PA Jaskowiak… - … on Intelligent Systems …, 2011 - ieeexplore.ieee.org
tree, relying on an impurity-based measure for splitting nodes. In this paper, we propose a
novel bottom-up algorithm for inducing oblique trees … and oblique decision tree algorithms, C4.…

Global induction of oblique decision trees: an evolutionary approach

M Krętowski, M Grześ - Intelligent Information Processing and Web Mining …, 2005 - Springer
… problems, the top-down induction fails to find the optimal solution … induction of decision
trees is investigated. In contrast to the classical step-wise manner of tree building, the whole tree (…

Using genetic programming for the induction of oblique decision trees

A Shali, MR Kangavari, B Bina - Sixth International Conference …, 2007 - ieeexplore.ieee.org
… a genetically induced oblique decision tree algorithm. In traditional decision tree, each
internal node has a testing criterion involving a single attribute. Oblique decision tree allows …

Inducing oblique decision trees

R Struharik, V Vranjković, S Dautović… - 2014 IEEE 12th …, 2014 - ieeexplore.ieee.org
… to oblique decision tree inference is presented. In the core of new decision tree inducing
and compared with eight existing decision tree building algorithms using standard benchmark …

Using evolutionary algorithms to induce oblique decision trees

E Cantu-Paz, C Kamath - 2000 - osti.gov
… the problem of oblique decision tree induction. The objectives are to demonstrate that EAs
can find classifiers whose accuracy is competitive with other oblique tree construction methods…

[PDF][PDF] OC1: A randomized algorithm for building oblique decision trees

SK Murthy, S Kasif, S Salzberg, R Beigel - Proceedings of AAAI, 1993 - Citeseer
… hyperplanes to partition the data, we call them oblique decision trees. This paper presents
a new method for inducing oblique decision trees. As it constructs a tree, this method …