The Application Based on Decision Tree SVM for Multi-class Classification

DOI

10.2991/icecee-15.2015.312How to use a DOI?

Keywords

Support vector machines (SVM); decision tree; classification; multi-class.

Abstract

Wastewater treatment process is a multi-class classification problem. While the traditional Support Vector Machines only deal with the binary classification. The traditional SVM has difficulty in solving the multi-class problems like wastewater treatment process. This paper presents a method by introducing the idea of decision binary tree to support vector machine for solving the assessment problem of wastewater water quality. This method distributes classifier to each nodes of decision binary tree. Simulated experiments show the method is effective.

Copyright

© 2015, 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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TY  - CONF
AU  - Huifang Hou
AU  - Ping Han
AU  - Dan Cao
PY  - 2015/06
DA  - 2015/06
TI  - The Application Based on Decision Tree SVM for Multi-class Classification
BT  - Proceedings of the 2015 International Conference on Electrical, Computer Engineering and Electronics
PB  - Atlantis Press
SP  - 1656
EP  - 1660
SN  - 2352-538X
UR  - https://doi.org/10.2991/icecee-15.2015.312
DO  - 10.2991/icecee-15.2015.312
ID  - Hou2015/06
ER  -