Deprecated: Array and string offset access syntax with curly braces is deprecated in /var/www/html/arg/administrator/components/com_jresearch/tables/publication.php on line 150
Deprecated: Array and string offset access syntax with curly braces is deprecated in /var/www/html/arg/administrator/components/com_jresearch/tables/publication.php on line 166
@conference{Audio_CNBC,
author = "Toni M{\"a}kinen and Serkan Kiranyaz and Moncef Gabbouj",
abstract = "In this paper, a novel collective network of binary
classifiers (CNBC) framework is presented for content-based
audio classification. The topic has been studied in several
publications before, but in many cases the number of different
classification categories is quite limited and needed to be fixed a
priori. We focus our efforts to increase both the classification
accuracy and the number of classes, as well as to create a scalable
network design, which allows introducing new audio classes
incrementally. The approach is based on dividing a major
classification problem into several networks of binary classifiers
(NBCs), where each NBC adapts its internal topology according
to the classification problem at hand, by using evolutionary
Artificial Neural Networks (ANNs). In the current work, feedforward
ANNs, or the so-called Multilayer Perceptrons (MLPs),
are evolved within an architecture space, where a stochastic
optimization is applied to seek for the optimal classifier
configuration and parameters. The performance evaluations of
the proposed framework over an 8-class benchmark audio database demonstrate its scalability and notable potential, as classification error rates of less than 9% are achieved.",
booktitle = "IEEE Workshop on Evolving and Adaptive Intelligent Systems",
keywords = "general audio classification",
pages = "116 - 123",
series = "Symposium Series on Computational Intelligence",
title = "{C}ontent-based {A}udio {C}lassification using {C}ollective {N}etwork of {B}inary {C}lassifiers",
year = "2011",
}