Proceedings of the 2012 2nd International Conference on Computer and Information Application (ICCIA 2012)

A Strategy of Constructing Heterogeneous Cost-sensitive Decision Tree

Authors
Dingrong Yuan, Xiaomeng Huang, Qiaoling Duan, Huiwen Fu
Corresponding Author
Dingrong Yuan
Available Online May 2014.
DOI
https://doi.org/10.2991/iccia.2012.437How to use a DOI?
Keywords
Decision-tree Learning, Cost-sensitive Decision tree ,Heterogeneous Cost-sencitive.
Abstract

Usually, the algorithm of constructing cost-sensitive decision tree assume that all types of cost can be converted into a unified units of the same price, apparently how to construct an cost conversion function is an challenge. In this paper, a strategy of constructing heterogeneous cost-sensitive decision tree is designed and the different cost are take into account together in split attribute selection. What’s more, an attribute selection model based on heterogeneous cost-sensitive is constructed and the pruning strategy based on cost-sencitive is designed. The experimental results show that the proposed method is correct and more efficient than the present other methods

Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2012 2nd International Conference on Computer and Information Application (ICCIA 2012)
Series
Advances in Intelligent Systems Research
Publication Date
May 2014
ISBN
978-94-91216-41-1
ISSN
1951-6851
DOI
https://doi.org/10.2991/iccia.2012.437How to use a DOI?
Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Dingrong Yuan
AU  - Xiaomeng Huang
AU  - Qiaoling Duan
AU  - Huiwen Fu
PY  - 2014/05
DA  - 2014/05
TI  - A Strategy of Constructing Heterogeneous Cost-sensitive Decision Tree
BT  - Proceedings of the 2012 2nd International Conference on Computer and Information Application (ICCIA 2012)
PB  - Atlantis Press
SP  - 1745
EP  - 1748
SN  - 1951-6851
UR  - https://doi.org/10.2991/iccia.2012.437
DO  - https://doi.org/10.2991/iccia.2012.437
ID  - Yuan2014/05
ER  -