This Article 
   
 Share 
   
 Bibliographic References 
   
 Add to: 
 
Digg
Furl
Spurl
Blink
Simpy
Google
Del.icio.us
Y!MyWeb
 
 Search 
   
Feature Transformation by Function Decomposition
March/April 1998 (vol. 13 no. 2)
pp. 38-43
ASCII Text
x 
 
Blaz Zupan, Marko Bohanec, Janez Demsar, Ivan Bratko, "Feature Transformation by Function Decomposition," IEEE Intelligent Systems, vol. 13, no. 2, pp. 38-43, March/April, 1998.
 
 
BibTex
x
 
@article{ 10.1109/5254.671090,
author = {Blaz Zupan and Marko Bohanec and Janez Demsar and Ivan Bratko},
title = {Feature Transformation by Function Decomposition},
journal ={IEEE Intelligent Systems},
volume = {13},
number = {2},
issn = {1094-7167},
year = {1998},
pages = {38-43},
doi = {http://doi.ieeecomputersociety.org/10.1109/5254.671090},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - MGZN
JO - IEEE Intelligent Systems
TI - Feature Transformation by Function Decomposition
IS - 2
SN - 1094-7167
SP38
EP43
EPD - 38-43
A1 - Blaz Zupan,
A1 - Marko Bohanec,
A1 - Janez Demsar,
A1 - Ivan Bratko,
PY - 1998
KW - feature transformation
KW - feature construction
KW - feature discovery
KW - function decomposition
KW - hierarchy of features
KW - classification
VL - 13
JA - IEEE Intelligent Systems
ER -
 
Function decomposition decomposes a dataset to an equivalent hierarchy of less complex datasets. In this article, we show that function decomposition can discover a hierarchy of new features and construct features to be added to the original dataset. An advantage of function decomposition is its ability to identify appropriate subsets of existing features and discover functions that map each subset to a new feature. These functions are induced from examples and are not predefined in any way.
Index Terms:
feature transformation, feature construction, feature discovery, function decomposition, hierarchy of features, classification
Citation:
Blaz Zupan, Marko Bohanec, Janez Demsar, Ivan Bratko, "Feature Transformation by Function Decomposition," IEEE Intelligent Systems, vol. 13, no. 2, pp. 38-43, March-April 1998, doi:10.1109/5254.671090
Usage of this product signifies your acceptance of the Terms of Use.