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

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