Model Selection in Kernel Methods Based on a Spectral Analysis of Label Information

2006 ◽  
pp. 344-353
Author(s):  
Mikio L. Braun ◽  
Tilman Lange ◽  
Joachim M. Buhmann
Keyword(s):  
Spectral Analysis ◽  
Model Selection ◽  
Kernel Methods ◽  
Label Information

scholarly journals Multiobjective Optimization for Model Selection in Kernel Methods in Regression

2014 ◽  
Vol 25 (10) ◽  
pp. 1879-1893 ◽  
Author(s):  
Di You ◽  
Carlos Fabian Benitez-Quiroz ◽  
Aleix M. Martinez
Keyword(s):  
Model Selection ◽  
Multiobjective Optimization ◽  
Kernel Methods

scholarly journals Nonparametric Online Machine Learning with Kernels

2017 ◽  
Author(s):  
Khanh Nguyen
Keyword(s):  
Machine Learning ◽  
Bayesian Inference ◽  
Model Selection ◽  
Kernel Methods ◽  
Model Parameters ◽  
Grid Search ◽  
Learning Context ◽  
Real World Applications ◽  
Online Setting ◽  
Model Selection Problem

Max-margin and kernel methods are dominant approaches to solve many tasks in machine learning. However, the paramount question is how to solve model selection problem in these methods. It becomes urgent in online learning context. Grid search is a common approach, but it turns out to be highly problematic in real-world applications. Our approach is to view max-margin and kernel methods under a Bayesian setting, then use Bayesian inference tools to learn model parameters and infer hyper-parameters in principle ways for both batch and online setting.

USING SPECTRAL ANALYSIS FOR FORECAST MODEL SELECTION

1977 ◽  
Vol 8 (1) ◽  
pp. 134-150 ◽  
Author(s):  
James E. Reinmuth ◽  
Michael D. Geurts
Keyword(s):  
Spectral Analysis ◽  
Model Selection ◽  
Forecast Model

Spectral analysis of asymmetry training effect for depression

2008 ◽  
Author(s):  
Ji Ha Lee ◽  
Sung Won Choi ◽  
Ji Sun Min ◽  
Eun Ju Jaekal ◽  
Gyhye Sung
Keyword(s):  
Spectral Analysis ◽  
Training Effect

Some problems in the spectral analysis of human behavior records

1953 ◽  
Author(s):  
C. J. Burke ◽  
R. Narasimhan ◽  
O. J. Benepe
Keyword(s):  
Spectral Analysis ◽  
Human Behavior
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