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Generalized Clustering for Problem Localization
February 1978 (vol. 27 no. 2)
pp. 176-181
ASCII Text
x 
 
K. Fukunaga, R.D. Short, "Generalized Clustering for Problem Localization," IEEE Transactions on Computers, vol. 27, no. 2, pp. 176-181, February, 1978.
 
 
BibTex
x
 
@article{ 10.1109/TC.1978.1675056,
author = {K. Fukunaga and R.D. Short},
title = {Generalized Clustering for Problem Localization},
journal ={IEEE Transactions on Computers},
volume = {27},
number = {2},
issn = {0018-9340},
year = {1978},
pages = {176-181},
doi = {http://doi.ieeecomputersociety.org/10.1109/TC.1978.1675056},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - JOUR
JO - IEEE Transactions on Computers
TI - Generalized Clustering for Problem Localization
IS - 2
SN - 0018-9340
SP176
EP181
EPD - 176-181
A1 - K. Fukunaga,
A1 - R.D. Short,
PY - 1978
KW - problem reduction or localization
KW - Classification
KW - clustering
KW - density estimation
KW - pattern recognition
VL - 27
JA - IEEE Transactions on Computers
ER -
 
K. Fukunaga, School of Electrical Engineering, Purdue University
The general procedure of conventional clustering is modified for various applications involving problem localization. This modification introduces the concept of clustering criteria which are used for partitioning a training set, and depend upon certain a priori information with regards to the training set. Also, the need of a structure or a mathematical form for the partition boundaries arises naturally from the need to process unknown samples. The general procedure is discussed in detail for applications of piecewise linear classifier design and piecewise linear density estimation. Experimental results are presented for both applications.
Index Terms:
problem reduction or localization, Classification, clustering, density estimation, pattern recognition
Citation:
K. Fukunaga, R.D. Short, "Generalized Clustering for Problem Localization," IEEE Transactions on Computers, vol. 27, no. 2, pp. 176-181, Feb. 1978, doi:10.1109/TC.1978.1675056
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