Iterative Quadratic Classifications in Non-Stationary Pattern Recognition Systems
Yugoslav journal of operations research, Tome 6 (1996) no. 1, p. 113
Cet article a éte moissonné depuis la source eLibrary of Mathematical Institute of the Serbian Academy of Sciences and Arts
In this paper we propose the use of an iterative quadratic classifications
algorithm as unsupervised training procedure in the frame-based approach to the
recognition of non-stationary patterns , We present a comparative experimental analysis
of the proposed algorithm and the well-known c-mean clustering algorithm. The
efficiency of these two iterative clustering procedures is experimentally evaluated
through their application in the robust recursive identification of the time-varying
auto regressive (AR) model of speech signals. Means and standard deviations of the
Mean Absolute Residual (MAR) criterion as well as trajectories of the estimated AR
parameters show the superiority of the proposed procedure over the c-mean clustering
algorithm.
Keywords:
Iterative quadratic classifications, non-stationary pattern recognition systems, robust recursive AR speech analysis
@article{YJOR_1996_6_1_a8,
author = {Milan \v{Z}. Markovi\'c and Milan M. Milosavljevi\'c and Branko D. Kova\v{c}evi\'c},
title = {Iterative {Quadratic} {Classifications} in {Non-Stationary} {Pattern} {Recognition} {Systems}},
journal = {Yugoslav journal of operations research},
pages = {113 },
year = {1996},
volume = {6},
number = {1},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_1996_6_1_a8/}
}
TY - JOUR AU - Milan Ž. Marković AU - Milan M. Milosavljević AU - Branko D. Kovačević TI - Iterative Quadratic Classifications in Non-Stationary Pattern Recognition Systems JO - Yugoslav journal of operations research PY - 1996 SP - 113 VL - 6 IS - 1 UR - http://geodesic.mathdoc.fr/item/YJOR_1996_6_1_a8/ LA - en ID - YJOR_1996_6_1_a8 ER -
%0 Journal Article %A Milan Ž. Marković %A Milan M. Milosavljević %A Branko D. Kovačević %T Iterative Quadratic Classifications in Non-Stationary Pattern Recognition Systems %J Yugoslav journal of operations research %D 1996 %P 113 %V 6 %N 1 %U http://geodesic.mathdoc.fr/item/YJOR_1996_6_1_a8/ %G en %F YJOR_1996_6_1_a8
Milan Ž. Marković; Milan M. Milosavljević; Branko D. Kovačević. Iterative Quadratic Classifications in Non-Stationary Pattern Recognition Systems. Yugoslav journal of operations research, Tome 6 (1996) no. 1, p. 113 . http://geodesic.mathdoc.fr/item/YJOR_1996_6_1_a8/