TWiki
>
Kernel Web
>
LearningKernels
>
ExampleDatasets
(revision 9) (raw view)
Edit
Attach
---+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 [[http://cs.nyu.edu/~rostami/data/electronics.tar.gz][dataset]] *Classification* =$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=unif" lin "`seq -10 0`" "-s 3 -B -1" ""= [[http://cs.nyu.edu/~rostami/data/results/elec/cf_unif][summary]] =$ cross_validate.sh elec.list 10 klcombinefeatures "0" "--sparse --lk_alg=lin1 --tol=1e-5" lin "`seq -10 0`" "-s 3 -B -1" ""= [[http://cs.nyu.edu/~rostami/data/results/elec/cf_lin1][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" ""= [[http://cs.nyu.edu/~rostami/data/results/elec/wf_unif][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" ""= [[http://cs.nyu.edu/~rostami/data/results/elec/wf_corr][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"= [[http://cs.nyu.edu/~rostami/data/results/elec/wf_unif_reg][summary]] =$ cross_validate.sh elec.2-gram.reg 10 klweightfeatures "`seq 15 21`" "--lk_alg=corr --sparse --features --offset=1" krr "0" "--sparse" "--sparse"= [[http://cs.nyu.edu/~rostami/data/results/elec/wf_corr_reg][summary]] ---+++Ionosphere [[http://cs.nyu.edu/~rostami/data/results/iono/ionosphere_scale_shuf][dataset]] =$ cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 10 20`" "-s0 -t0" ""= [[http://cs.nyu.edu/~rostami/data/results/iono/wf_unif][summary]] =$ $T/cross_validate.sh ionosphere_scale_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 10 20`" "-s0 -t0" ""= [[http://cs.nyu.edu/~rostami/data/results/iono/wf_corr][summary]] ---+++a1a [[http://cs.nyu.edu/~rostami/data/results/a1a/a1a_shuf][dataset]] =$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=unif --features" svm "`seq 12 18`" "-s0 -t0" ""= [[http://cs.nyu.edu/~rostami/data/results/a1a/wf_unif][summary]] =$ cross_validate.sh a1a_shuf 10 klweightfeatures "0" "--lk_alg=corr --features" svm "`seq 17 24`" "-s0 -t0" ""= [[http://cs.nyu.edu/~rostami/data/results/a1a/wf_corr][summary]] ---+++Abalone [[http://cs.nyu.edu/~rostami/data/results/abalone/abalone_scale_shuf][dataset]] =$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""= [[http://cs.nyu.edu/~rostami/data/results/abalone/wf_unif][summary]] =$ cross_validate.sh abalone_scale_shuf 5 klweightfeatures "0" "--lk_alg=quadl2 --tol=1e-5 --offset=1" krr "`seq -8 0`" "--kernel""--kernel"= [[http://cs.nyu.edu/~rostami/data/results/abalone/wf_quadl2][summary]] ---++In Progress ---+++Housing [[http://cs.nyu.edu/~rostami/data/results/housing/housing_scale_shuf][dataset]] =$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=unif --features --offset=1" krr "`seq -18 -8`" "" ""= [[http://cs.nyu.edu/~rostami/data/results/housing/wf_unif][summary]] =$ cross_validate.sh housing_scale_shuf 10 klweightfeatures "`seq 0 0`" "--lk_alg=corr --features --offset=1" krr "`seq -18 -8`" "" ""= [[http://cs.nyu.edu/~rostami/data/results/housing/wf_corr][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`" "" ""= [[http://cs.nyu.edu/~rostami/data/results/housing/wf_unif][summary]] -- Main.AfshinRostamizadeh - 14 Sep 2009
Edit
|
Attach
|
Watch
|
P
rint version
|
H
istory
:
r13
|
r11
<
r10
<
r9
<
r8
|
B
acklinks
|
V
iew topic
|
Raw edit
|
More topic actions...
Topic revision: r9 - 2010-04-08
-
AfshinRostamizadeh
Kernel
Log In
or
Register
Kernel Web
Create New Topic
Index
Search
Changes
Notifications
Statistics
Preferences
Webs
Contrib
FST
Forum
GRM
Kernel
Main
Sandbox
TWiki
Main
Copyright © 2008-2024 by the contributing authors. All material on this collaboration platform is the property of the contributing authors.
Ideas, requests, problems regarding TWiki?
Send feedback