An Application of Discriminant Analysis and Artificial Neural Networks to Classification Problems
Yugoslav journal of operations research, Tome 11 (2001) 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 present three algorithms to classify the elements of a
population into two groups. The first algorithm is the classical multivariate statistical
technique - discriminant analysis using Bayesian decision theory for the classification
problem. The other two algorithms are two types of artificial neural networks: a
feedforward three-layer network with a back-propagation learning algorithm and the
probabilistic neural network. After discussing some theoretical attributes of these
models, emphasis is placed on empirical results.
Classification :
68T05 62C10
Keywords: Classification, Fisher discriminant function, Bayesian decision theory, back-propagation algorithm, probabilistic neural network
Keywords: Classification, Fisher discriminant function, Bayesian decision theory, back-propagation algorithm, probabilistic neural network
@article{YJOR_2001_11_1_a8,
author = {Jasna Soldi\'c-Aleksi\'c},
title = {An {Application} of {Discriminant} {Analysis} and {Artificial} {Neural} {Networks} to {Classification} {Problems}},
journal = {Yugoslav journal of operations research},
pages = {113 },
year = {2001},
volume = {11},
number = {1},
zbl = {1035.68098},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2001_11_1_a8/}
}
TY - JOUR AU - Jasna Soldić-Aleksić TI - An Application of Discriminant Analysis and Artificial Neural Networks to Classification Problems JO - Yugoslav journal of operations research PY - 2001 SP - 113 VL - 11 IS - 1 UR - http://geodesic.mathdoc.fr/item/YJOR_2001_11_1_a8/ LA - en ID - YJOR_2001_11_1_a8 ER -
Jasna Soldić-Aleksić. An Application of Discriminant Analysis and Artificial Neural Networks to Classification Problems. Yugoslav journal of operations research, Tome 11 (2001) no. 1, p. 113 . http://geodesic.mathdoc.fr/item/YJOR_2001_11_1_a8/