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February 1971 (vol. 20 no. 2)
pp. 176-183
ASCII Text
x 
 
K. Fukunaga, D.R. Olsen, "An Algorithm for Finding Intrinsic Dimensionality of Data," IEEE Transactions on Computers, vol. 20, no. 2, pp. 176-183, February, 1971.
 
 
BibTex
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@article{ 10.1109/T-C.1971.223208,
author = {K. Fukunaga and D.R. Olsen},
title = {An Algorithm for Finding Intrinsic Dimensionality of Data},
journal ={IEEE Transactions on Computers},
volume = {20},
number = {2},
issn = {0018-9340},
year = {1971},
pages = {176-183},
doi = {http://doi.ieeecomputersociety.org/10.1109/T-C.1971.223208},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - JOUR
JO - IEEE Transactions on Computers
TI - An Algorithm for Finding Intrinsic Dimensionality of Data
IS - 2
SN - 0018-9340
SP176
EP183
EPD - 176-183
A1 - K. Fukunaga,
A1 - D.R. Olsen,
PY - 1971
KW - Data reduction
KW - dimensionality reduction
KW - interactive systems
KW - intrinsic dimensionality
KW - Karhunen-Lo?ve expansion
KW - multivariant data analysis
KW - principal component
KW - stochastic processes.
VL - 20
JA - IEEE Transactions on Computers
ER -
 
An algorithm for the analysis of multivariant data is presented along with some experimental results. The basic idea of the method is to examine the data in many small subregions, and from this determine the number of governing parameters, or intrinsic dimensionality. This intrinsic dimensionality is usually much lower than the dimensionality that is given by the standard Karhunen-Lo?ve technique. An analysis that demonstrates the feasability of this approach is presented.
Index Terms:
Data reduction, dimensionality reduction, interactive systems, intrinsic dimensionality, Karhunen-Lo?ve expansion, multivariant data analysis, principal component, stochastic processes.
Citation:
K. Fukunaga, D.R. Olsen, "An Algorithm for Finding Intrinsic Dimensionality of Data," IEEE Transactions on Computers, vol. 20, no. 2, pp. 176-183, Feb. 1971, doi:10.1109/T-C.1971.223208
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