Classification of Echolocation Calls from 14 Species of Bat by Support Vector Machines and Ensembles of Neural Networks

Classification of Echolocation Calls from 14 Species of Bat by Support Vector Machines and Ensembles of Neural Networks

Calls from 14 species of bat were classified to genus and species using discriminant function analysis (DFA), support vector machines (SVM) and ensembles of neural networks (ENN). Both SVMs and ENNs outperformed DFA for every species while ENNs (mean identification rate – 97%) consistently outperfor...

Full description

Bibliographic Details
Main Authors: Stuart Parsons, Gareth Jones, Joseph M. Szewczak, Robert D. Redgwell
Format: Article
Language:English
Published: MDPI AG 2009-07-01
Series:Algorithms
Subjects:
ensembles
neural networks
support vector machines
echolocation calls
bats
Online Access:http://www.mdpi.com/1999-4893/2/3/907/

Similar Items

Similar Items