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LS-SVM hyperparameter selection with a nonparametric noise estimator

Author
LENDASSE, Amaury1 ; YONGNAN JI1 ; REYHANI, Nima1 ; VERLEYSEN, Michel2
[1] Neural Network Research Centre, Helsinki University of Technology, P.O. Box 5400, 02150 Espoo, Finland
[2] Machine Learning Group, Université catholique de Louvain, DICE, 3 place du Levant, 1348 Louvain-la-Neuve, Belgium
Conference title
Artificial neural networks (Part II : formal models and their applications : ICANN 2005 : 15th International Conference, Warsaw, Poland, September 11-15, 2005 : proceedings)
Conference name
International Conference on Artificial Neural Networks (15 ; Warsaw 2005-09-11)
Source

Lecture notes in computer science. 2005, pp 625-630, 6 p ; ref : 9 ref

ISSN
0302-9743
ISBN
3-540-28755-8
Scientific domain
Computer science
Publisher
Springer, Berlin / Springer, New york
Publication country
Germany
Document type
Conference Paper
Language
English
Keyword (fr)
Analyse statistique Estimation non paramétrique Intelligence artificielle Machine exemple support Méthode formelle Méthode moindre carré Méthode optimisation Processus Gauss Programmation mathématique Variance
Keyword (en)
Statistical analysis Non parametric estimation Artificial intelligence Vector support machine Formal method Least squares method Optimization method Gaussian process Mathematical programming Variance
Keyword (es)
Análisis estadístico Estimación no paramétrica Inteligencia artificial Máquina ejemplo soporte Método formal Método cuadrado menor Método optimización Proceso Gauss Programación matemática Variancia
Classification
Pascal
001 Exact sciences and technology / 001D Applied sciences / 001D02 Computer science; control theory; systems / 001D02C Artificial intelligence

Discipline
Computer science : theoretical automation and systems
Origin
Inist-CNRS
Database
PASCAL
INIST identifier
17415290

Sauf mention contraire ci-dessus, le contenu de cette notice bibliographique peut être utilisé dans le cadre d’une licence CC BY 4.0 Inist-CNRS / Unless otherwise stated above, the content of this bibliographic record may be used under a CC BY 4.0 licence by Inist-CNRS / A menos que se haya señalado antes, el contenido de este registro bibliográfico puede ser utilizado al amparo de una licencia CC BY 4.0 Inist-CNRS

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