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
dataset
Classification
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=unif" lin "`seq -10 0`" "-s 3 -B -1" ""
summary
$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""
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" ""
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" ""
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"
summary
$ 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
$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 10 20`" "-s0 -t0" ""
summary
$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 10 20`" "-s0 -t0" ""
summary
a1a
dataset
$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 12 18`" "-s0 -t0" ""
summary
$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 17 24`" "-s0 -t0" ""
summary
Abalone
dataset
$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""
summary
$ 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
Housing
dataset
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""
summary
$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=corr --features --offset=1" krr "`seq -18 -8`" "" ""
summary
$ 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"
$ 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
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AfshinRostamizadeh - 14 Sep 2009