Catálogo de publicaciones - libros
AI 2005: Advances in Artificial Intelligence: 18th Australian Joint Conference on Artificial Intelligence, Sydney, Australia, December 5-9, 2005, Proceedings
Shichao Zhang ; Ray Jarvis (eds.)
En conferencia: 18º Australasian Joint Conference on Artificial Intelligence (AI) . Sydney, NSW, Australia . December 5, 2005 - December 9, 2005
Resumen/Descripción – provisto por la editorial
No disponible.
Palabras clave – provistas por la editorial
Artificial Intelligence (incl. Robotics); Computation by Abstract Devices; Mathematical Logic and Formal Languages; Database Management; Information Storage and Retrieval; Information Systems Applications (incl. Internet)
Disponibilidad
| Institución detectada | Año de publicación | Navegá | Descargá | Solicitá |
|---|---|---|---|---|
| No detectada | 2005 | SpringerLink |
Información
Tipo de recurso:
libros
ISBN impreso
978-3-540-30462-3
ISBN electrónico
978-3-540-31652-7
Editor responsable
Springer Nature
País de edición
Reino Unido
Fecha de publicación
2005
Información sobre derechos de publicación
© Springer-Verlag Berlin Heidelberg 2005
Tabla de contenidos
doi: 10.1007/11589990_199
A Robust SVM Design for Multi-class Classification
Minkook Cho; Hyeyoung Park
When we apply support vector machines (SVM) to multi-class classification, some methods of combining the results of independent SVM for each class haven been used, However, the conventional methods may deteriorates generalization performance when the number of data in each class is small. To solve this problem, we proposed a new method, which uses only one SVM and train it to find some similarity measure between data samples. Through an experiment using real data, we confirm that the proposed method can give better classification performance than the conventional one.
Pp. 1335-1338