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Reduced support vector machines : A statistical theory

Author
LEE, Yuh-Jye1 ; HUANG, Su-Yun2
[1] Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taipei 106, Taiwan, Province of China
[2] Institute of Statistical Science, Academia Sinica, Taipei 115, Taiwan, Province of China
Source

IEEE transactions on neural networks. 2007, Vol 18, Num 1, pp 1-13, 13 p ; ref : 52 ref

CODEN
ITNNEP
ISSN
1045-9227
Scientific domain
Electronics; Computer science; Psychology, psychopathology, psychiatry
Publisher
Institute of Electrical and Electronics Engineers, New York, NY
Publication country
United States
Document type
Article
Language
English
Author keyword
Canonical angles Monte Carlo sampling Nyström approximation kernel methods maximinity minimaxity model complexity reduced set spectral analysis support vector machines (SVMs) uniform design uniform random subset
Keyword (fr)
Analyse spectrale Analyse statistique Apprentissage probabilités Approche probabiliste Base donnée très grande Echantillonnage Erreur systématique Machine exemple support Modélisation Méthode Monte Carlo Méthode noyau Optimisation Plan échantillonnage Robustesse Réseau neuronal Théorie ensemble Théorie mélange
Keyword (en)
Spectral analysis Statistical analysis Probability learning Probabilistic approach Very large databases Sampling Bias Vector support machine Modeling Monte Carlo method Kernel method Optimization Sampling design Robustness Neural network Set theory Mixture theory
Keyword (es)
Análisis espectral Análisis estadístico Aprendizaje probabilidades Enfoque probabilista Muestreo Error sistemático Máquina ejemplo soporte Modelización Método Monte Carlo Método núcleo Optimización Plan muestreo Robustez Red neuronal Teoría conjunto Teoría mezcla
Classification
Pascal
001 Exact sciences and technology / 001D Applied sciences / 001D02 Computer science; control theory; systems / 001D02B Software / 001D02B07 Memory organisation. Data processing / 001D02B07B Data processing. List processing. Character string processing

Pascal
001 Exact sciences and technology / 001D Applied sciences / 001D02 Computer science; control theory; systems / 001D02C Artificial intelligence / 001D02C06 Connectionism. Neural networks

Discipline
Computer science : theoretical automation and systems
Origin
Inist-CNRS
Database
PASCAL
INIST identifier
18405776

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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