Difference: ExampleDatasets (1 vs. 13)

Revision 132012-07-26 - AfshinRostamizadeh

Line: 1 to 1
 
META TOPICPARENT name="LearningKernels"

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Electronics

Changed:
<
<
dataset
>
>
dataset sample output
  Classification

$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=unif" lin "`seq -10 0`" "-s 3 -B -1" ""

Changed:
<
<
summary
>
>
(sample output in cf_unif/)
  $ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
(cf_lin1/)
  $ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 10 16`" "--lk_alg=unif --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
(wf_unif/)
  $ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--lk_alg=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
(wf_corr/)
  Regression

$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 10 16`" "--lk_alg=unif --sparse --features --offset=1" krr "0" "--sparse" "--sparse"

Changed:
<
<
summary
>
>
(wf_unif_reg/)
  $ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 15 21`" "--lk_alg=corr --sparse --features --offset=1" krr "0" "--sparse" "--sparse"
Changed:
<
<
summary
>
>
(wf_corr_reg/)
  $ cross_validate.sh elec.kernel.list 5 klcombinekernels "0" "--lk_alg=align" krr "`seq -14 -10`" "--kernel" "--kernel"
Changed:
<
<
summary
>
>
(ck_align_reg/)
 

Ionosphere

Changed:
<
<
dataset
>
>
dataset sample output
  $ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
(wf_unif/)
  $ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
(wf_corr/)
 

a1a

Changed:
<
<
dataset
>
>
dataset sample_output
  $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 12 18`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
(wf_unif/)
  $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 17 24`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
(wf_corr/)
 

Revision 122012-07-25 - AfshinRostamizadeh

Line: 1 to 1
 
META TOPICPARENT name="LearningKernels"

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Electronics

Changed:
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<
dataset
>
>
dataset
  Classification
Line: 34 to 34
 

Ionosphere

Changed:
<
<
dataset
>
>
dataset
  $ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 10 20`" "-s0 -t0" "" summary
Line: 43 to 43
 summary

a1a

Changed:
<
<
dataset
>
>
dataset
  $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 12 18`" "-s0 -t0" "" summary
Line: 51 to 51
 $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 17 24`" "-s0 -t0" "" summary
Added:
>
>

Revision 112011-10-19 - AfshinRostamizadeh

Line: 1 to 1
 
META TOPICPARENT name="LearningKernels"

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Electronics

Changed:
<
<
dataset
>
>
dataset
  Classification

$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=unif" lin "`seq -10 0`" "-s 3 -B -1" ""

Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 10 16`" "--lk_alg=unif --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--lk_alg=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
summary
  Regression

$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 10 16`" "--lk_alg=unif --sparse --features --offset=1" krr "0" "--sparse" "--sparse"

Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 15 21`" "--lk_alg=corr --sparse --features --offset=1" krr "0" "--sparse" "--sparse"
Changed:
<
<
summary
>
>
summary

$ cross_validate.sh elec.kernel.list 5 klcombinekernels "0" "--lk_alg=align" krr "`seq -14 -10`" "--kernel" "--kernel" summary

 

Ionosphere

Changed:
<
<
dataset
>
>
dataset
  $ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
summary
  $ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
summary
 

a1a

Changed:
<
<
dataset
>
>
dataset
  $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 12 18`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 17 24`" "-s0 -t0" ""
Changed:
<
<
summary
>
>
summary
 

Abalone

Changed:
<
<
dataset
>
>
dataset
  $ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""
Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=quadl2 --tol=1e-5 --offset=1" krr "`seq -8 0`" "--kernel""--kernel"
Changed:
<
<
summary
>
>
summary
 

Revision 102010-04-08 - CyrilAllauzen

Line: 1 to 1
 
META TOPICPARENT name="LearningKernels"

Example Datasets and Results

Line: 57 to 57
 $ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=quadl2 --tol=1e-5 --offset=1" krr "`seq -8 0`" "--kernel""--kernel" summary
Added:
>
>
 

-- AfshinRostamizadeh - 14 Sep 2009

Revision 92010-04-08 - AfshinRostamizadeh

Line: 1 to 1
 
META TOPICPARENT name="LearningKernels"

Example Datasets and Results

Revision 82009-09-24 - AfshinRostamizadeh

Line: 1 to 1
Changed:
<
<
META TOPICPARENT name="AutomaticKernelSelection"
>
>
META TOPICPARENT name="LearningKernels"
 

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Revision 72009-09-18 - AfshinRostamizadeh

Line: 1 to 1
 
META TOPICPARENT name="AutomaticKernelSelection"

Example Datasets and Results

Line: 9 to 9
  Classification
Changed:
<
<
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --weight_type=unif" lin "`seq -10 0`" "-s 3 -B -1" ""
>
>
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=unif" lin "`seq -10 0`" "-s 3 -B -1" ""
 summary
Changed:
<
<
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --weight_type=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
>
>
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
 summary
Changed:
<
<
$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 10 16`" "--weight_type=unif --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
>
>
$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 10 16`" "--lk_alg=unif --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
 summary
Changed:
<
<
$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--weight_type=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
>
>
$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--lk_alg=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""
 summary

Regression

Changed:
<
<
$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 10 16`" "--weight_type=unif --sparse --features --offset=1" krr "0" "--sparse" "--sparse"
>
>
$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 10 16`" "--lk_alg=unif --sparse --features --offset=1" krr "0" "--sparse" "--sparse"
 summary
Changed:
<
<
$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 15 21`" "--weight_type=corr --sparse --features --offset=1" krr "0" "--sparse" "--sparse"
>
>
$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 15 21`" "--lk_alg=corr --sparse --features --offset=1" krr "0" "--sparse" "--sparse"
 summary

Ionosphere

dataset
Changed:
<
<
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
>
>
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
 summary
Changed:
<
<
$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--weight_type=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
>
>
$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
 summary

a1a

dataset
Changed:
<
<
$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--weight_type=unif --features" svm "`seq 12 18`" "-s0 -t0" ""
>
>
$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 12 18`" "-s0 -t0" ""
 summary
Changed:
<
<
$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--weight_type=corr --features" svm "`seq 17 24`" "-s0 -t0" ""
>
>
$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 17 24`" "-s0 -t0" ""
 summary

Abalone

dataset
Changed:
<
<
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--weight_type=unif --features --offset=1" krr "`seq -18 -8`" "" ""
>
>
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""
 summary
Changed:
<
<
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--weight_type=quadl2 --tol=1e-5 --offset=1" krr "`seq -8 0`" "--kernel""--kernel"
>
>
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=quadl2 --tol=1e-5 --offset=1" krr "`seq -8 0`" "--kernel""--kernel"
 summary

In Progress

Line: 62 to 62
 

Housing

dataset
Changed:
<
<
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features --offset=1" krr "`seq -18 -8`" "" ""
>
>
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""
 summary
Changed:
<
<
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=corr --features --offset=1" krr "`seq -18 -8`" "" ""
>
>
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=corr --features --offset=1" krr "`seq -18 -8`" "" ""
 summary
Changed:
<
<
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=quadl2  --tol=1e-5 --offset=1" krr "`seq -7 0`" "--kernel" "--kernel"
>
>
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=quadl2  --tol=1e-5 --offset=1" krr "`seq -7 0`" "--kernel" "--kernel"
 
Changed:
<
<
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=lin2 --tol=1e-2 --features --offset=1" krr "`seq -16 -8`" "" ""
>
>
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=lin2 --tol=1e-2 --features --offset=1" krr "`seq -16 -8`" "" ""
  summary

Revision 62009-09-16 - AfshinRostamizadeh

Line: 1 to 1
 
META TOPICPARENT name="AutomaticKernelSelection"

Example Datasets and Results

Line: 48 to 48
 $ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--weight_type=corr --features" svm "`seq 17 24`" "-s0 -t0" "" summary
Deleted:
<
<

In Progress

 

Abalone

dataset
Changed:
<
<
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "`seq 0 0`" "--weight_type=unif --features --offset=1" krr "`seq -18 -8`" "" ""
>
>
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--weight_type=unif --features --offset=1" krr "`seq -18 -8`" "" ""
 summary
Added:
>
>
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--weight_type=quadl2 --tol=1e-5 --offset=1" krr "`seq -8 0`" "--kernel""--kernel" summary

In Progress

 

Housing

dataset

Revision 52009-09-16 - AfshinRostamizadeh

Line: 1 to 1
Added:
>
>
META TOPICPARENT name="AutomaticKernelSelection"
 

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Line: 6 to 7
 

Electronics

dataset
Changed:
<
<
$ cross_validate.sh elec.list 10 klcombinefeatures "`seq 0 0`" "--sparse --weight_type=unif" lin "`seq -10 0`" "-s 3 -B -1" ""
>
>
Classification

$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --weight_type=unif" lin "`seq -10 0`" "-s 3 -B -1" ""

 summary
Changed:
<
<
$ cross_validate.sh elec.list 10 klcombinefeatures "`seq 0 0`" "--sparse --weight_type=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
>
>
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --weight_type=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
 summary

$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 10 16`" "--weight_type=unif --sparse --features --offset=1" lin "0" "-s 3 -B -1" ""

Line: 18 to 21
 $ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--weight_type=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" "" summary
Changed:
<
<
try regression with lin2 also
>
>
Regression

$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 10 16`" "--weight_type=unif --sparse --features --offset=1" krr "0" "--sparse" "--sparse" summary

$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 15 21`" "--weight_type=corr --sparse --features --offset=1" krr "0" "--sparse" "--sparse" summary

 

Ionosphere

dataset
Changed:
<
<
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
>
>
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
 summary
Changed:
<
<
$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
>
>
$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--weight_type=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
 summary
Added:
>
>

a1a

dataset

$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--weight_type=unif --features" svm "`seq 12 18`" "-s0 -t0" "" summary

$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--weight_type=corr --features" svm "`seq 17 24`" "-s0 -t0" "" summary

In Progress

 

Abalone

dataset
Line: 51 to 72
 summary
Deleted:
<
<

Adult

$ cross_validate.sh a1a_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 12 18`" "-s0 -t0" ""

$ cross_validate.sh a1a_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=corr --features" svm "`seq 12 18`" "-s0 -t0" ""

 

-- AfshinRostamizadeh - 14 Sep 2009

Revision 42009-09-16 - AfshinRostamizadeh

Line: 1 to 1
 

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Line: 18 to 18
 $ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--weight_type=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" "" summary
Added:
>
>
try regression with lin2 also
 

Ionosphere

dataset

$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" "" summary

Changed:
<
<
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=quadl2 --features" svm "`seq 10 20`" "-s0 -t0" "" summary
>
>
$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=corr --features" svm "`seq 10 20`" "-s0 -t0" "" summary
 

Abalone

Changed:
<
<
dataset
>
>
dataset
 
Changed:
<
<
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "`seq 10 20`" "--weight_type=unif --features --offset=1" krr "`seq 0 0`" "" ""
>
>
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "`seq 0 0`" "--weight_type=unif --features --offset=1" krr "`seq -18 -8`" "" ""
 summary
Added:
>
>

Housing

dataset

$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features --offset=1" krr "`seq -18 -8`" "" "" summary

$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=corr --features --offset=1" krr "`seq -18 -8`" "" "" summary

$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=quadl2  --tol=1e-5 --offset=1" krr "`seq -7 0`" "--kernel" "--kernel"

$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=lin2 --tol=1e-2 --features --offset=1" krr "`seq -16 -8`" "" ""

summary

Adult

$ cross_validate.sh a1a_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 12 18`" "-s0 -t0" ""

$ cross_validate.sh a1a_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=corr --features" svm "`seq 12 18`" "-s0 -t0" ""

 -- AfshinRostamizadeh - 14 Sep 2009

Revision 32009-09-15 - AfshinRostamizadeh

Line: 1 to 1
 

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Line: 19 to 19
 summary

Ionosphere

Changed:
<
<
dataset
>
>
dataset
 
Changed:
<
<
$ cross_validate.sh ionosphere_scale 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
>
>
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
 summary
Changed:
<
<
$ cross_validate.sh ionosphere_scale 10 klweightfeatures "`seq 0 0`" "--weight_type=quadl2 --features" svm "`seq 10 20`" "-s0 -t0" ""
>
>
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "`seq 0 0`" "--weight_type=quadl2 --features" svm "`seq 10 20`" "-s0 -t0" ""
 summary

Abalone

Changed:
<
<
dataset
>
>
dataset
 
Changed:
<
<
$ cross_validate.sh abalone_scale 5 klweightfeatures "`seq 10 20`" "--weight_type=unif --features --offset=1" krr "`seq 0 0`" "" ""
>
>
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "`seq 10 20`" "--weight_type=unif --features --offset=1" krr "`seq 0 0`" "" ""
 summary

-- AfshinRostamizadeh - 14 Sep 2009

Revision 22009-09-14 - AfshinRostamizadeh

Line: 1 to 1
 

Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

Changed:
<
<
>
>

Electronics

dataset
 $ cross_validate.sh elec.list 10 klcombinefeatures "`seq 0 0`" "--sparse --weight_type=unif" lin "`seq -10 0`" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
summary
  $ cross_validate.sh elec.list 10 klcombinefeatures "`seq 0 0`" "--sparse --weight_type=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
Changed:
<
<
summary
>
>
summary

$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 10 16`" "--weight_type=unif --sparse --features --offset=1" lin "0" "-s 3 -B -1" "" summary

$ cross_validate.sh elec.2-gram 10 klweightfeatures "`seq 7 13`" "--weight_type=corr --sparse --features --offset=1" lin "0" "-s 3 -B -1" "" summary

Ionosphere

dataset
 
Changed:
<
<
$ cross_validate.sh elec.list 10 klcombinekernels "`seq 0 0`" "--weight_type=unif" krr "`seq -10 0`" "--kernel" "--kernel" summary
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$ cross_validate.sh ionosphere_scale 10 klweightfeatures "`seq 0 0`" "--weight_type=unif --features" svm "`seq 10 20`" "-s0 -t0" "" summary
 
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$ cross_validate.sh elec.list 10 klcombinekernels "`seq 0 0`" "--weight_type=lin1 --tol=1e-5" krr "`seq -10 0`" "--kernel" "--kernel" summary
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$ cross_validate.sh ionosphere_scale 10 klweightfeatures "`seq 0 0`" "--weight_type=quadl2 --features" svm "`seq 10 20`" "-s0 -t0" "" summary
 
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$ cross_validate.sh elec.list 10 klcombinekernels "`seq 0 0`" "--weight_type=lin2 --tol=1e-5" krr "`seq -10 0`" "--kernel" "--kernel" summary
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Abalone

dataset
 
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$ cross_validate.sh abalone_scale 5 klweightfeatures "`seq 10 20`" "--weight_type=unif --features --offset=1" krr "`seq 0 0`" "" "" summary
  -- AfshinRostamizadeh - 14 Sep 2009

Revision 12009-09-14 - AfshinRostamizadeh

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Example Datasets and Results

Below are example datasets and results using the OpenKernel library. The results can be obtained by running the cross_validation.sh script with the indicated arguments.

$ cross_validate.sh elec.list 10 klcombinefeatures "`seq 0 0`" "--sparse --weight_type=unif" lin "`seq -10 0`" "-s 3 -B -1" "" summary

$ cross_validate.sh elec.list 10 klcombinefeatures "`seq 0 0`" "--sparse --weight_type=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" "" summary

$ cross_validate.sh elec.list 10 klcombinekernels "`seq 0 0`" "--weight_type=unif" krr "`seq -10 0`" "--kernel" "--kernel" summary

$ cross_validate.sh elec.list 10 klcombinekernels "`seq 0 0`" "--weight_type=lin1 --tol=1e-5" krr "`seq -10 0`" "--kernel" "--kernel" summary

$ cross_validate.sh elec.list 10 klcombinekernels "`seq 0 0`" "--weight_type=lin2 --tol=1e-5" krr "`seq -10 0`" "--kernel" "--kernel" summary

-- AfshinRostamizadeh - 14 Sep 2009

 
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