Classification of sperm whale clicks (Physeter macrocephalus) with Gaussian-kernel based networks
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Estadístiques de LA Referencia / Recolecta
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Cita com:
hdl:2117/22527
Tipus de documentArticle
Data publicació2008-11-15
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", 15 Novembre 2008, vol. 2, núm. 3, p. 1232-1247.
ISSN1999-4893
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algorithms-02-01232.pdf | 455,0Kb | Visualitza/Obre |