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Table 4:

The number of spectra and the tuning scheme used for the various SVM tests.
Test performed Total number Number of spectra Number of spectra Scheme used for the
  of spectra in the training set in the test set tuning of SVMs
Galaxies without reddening at zero redshift        
Classification of galaxy types 28 885 4885 24 000 4-fold cross validation
Regression of input APs for early-type galaxy models 2816 704 2112 4-fold cross validation
Regression of input APs for spiral galaxy models 10 569 2643 7926 fixed (fix = 4)
Regression of input APs for irregular galaxy models 1500 750 750 4-fold cross validation
Regression of input APs for quenched star        
forming galaxy models 14 000 3500 10 500 fixed (fix = 4)
Regression of output APs for all galaxy models 28885 4885 24000 fixed (fix = 4)
Galaxies with redshift, without reddening        
Classification of galaxy types 144 425 14 440 129 985 fixed (fix=4)
Regression of redshift for all galaxy models 144 425 14 440 129 985 fixed (fix = 4)
Galaxies with redshift and reddening        
Regression of redshift for all galaxy models 144 425 14 440 129 985 fixed (fix = 4)
Regression of reddening for all galaxy models 144 425 14 440 129 985 fixed (fix = 4)

Source LaTeX | All tables | In the text

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