Classification of Sperm Whale Clicks (Physeter Macrocephalus) with Gaussian- Kernel-Based Networks
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Cita com:
hdl:2117/11857
Tipus de documentArticle
Data publicació2009-09-22
Condicions d'accésAccés obert
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Reconeixement-NoComercial-SenseObraDerivada 3.0 Espanya
Abstract
With the aim of classifying sperm whales, this report compares two methods that
can use Gaussian functions, a radial basis function network, and support vector machines
which were trained with two different approaches known as C-SVM and º-SVM. The methods
were tested on data recordings from seven different male sperm whales, six containing
single click trains and the seventh containing a complete dive. Both types of classifiers could
distinguish between the clicks of the seven different whales, but the SVM seemed to have
better generalisation towards unknown data, at the cost of needing more information and
slower performance.
Citacióvan der Schaar, M.; Delory, E.; Andre, M. Classification of Sperm Whale Clicks (Physeter Macrocephalus) with Gaussian- Kernel-Based Networks. "Algorithms", 22 Setembre 2009, vol. 2, núm. 3, p. 1232-1247.
ISSN1999-4893
Versió de l'editorhttp://www.mdpi.com/1999-4893/2/3/1232/
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