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Thanks for this! As said a few times before, let's not have more kernel cookbooks (after this one) as we already have tons of them. Rather, we should have cookbooks for algorithms that haven't been described yet |
| Cauchy Kernel | ||
| ============= | ||
| The cauchy kernel is derived from the Cauchy distribution :cite:`basak2008kernel`. It is a long-tailed kernel defined as |
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| The cauchy kernel is derived from the Cauchy distribution :cite:`basak2008kernel`. It is a long-tailed kernel defined as | ||
| .. math:: | ||
| K(x,x') = \frac{1}{1+\frac{\| x-x' \|^2}{\sigma}} |
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| @@ -96,6 +96,16 @@ Distance | ||
| examples/distance/** | ||
| Kernel |
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karlnapf
Jun 19, 2018
Member
oh wait, we didnt have kernels yet? ;)
Ok then this is quite good to have :)
| @@ -163,3 +163,10 @@ @article{hyvarinen2000independent | ||
| pages={411--430}, | ||
| year={2000} | ||
| } | ||
| @inproceedings{basak2008kernel | ||
| author={J. Basak}, | ||
| booktitle={2008 19th International Conference on Pattern Recognition}, |
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karlnapf
Jun 19, 2018
Member
is this really the best reference? where do you have it from? can't we use some of the references we already used (like the kernel book by schölkopf?)
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vinx13
Jun 19, 2018
Contributor
i found several links point to this paper, e.g https://github.com/gmum/pykernels/blob/c8afdc79a15197ad3be2a0db0118f5e948577f49/pykernels/regular.py#L132
and I've checked that paper, the author gave a definition of it in sec.3
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| booktitle={2008 19th International Conference on Pattern Recognition}, | ||
| title={A least square kernel machine with box constraints}, | ||
| year={2008}, | ||
| pages={1-4}, |
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vinx13
Jun 19, 2018
Contributor
ICPR papers are not re-assigned a page number when they are published. This is based on the reference format provided in https://ieeexplore.ieee.org/document/4761717
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| We create an instance of :sgclass:`CCauchyKernel`. | ||
| .. sgexample:: cauchy:create_kernel |
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vinx13
added some commits
Jun 19, 2018
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I restarted windows since it was failing |
| @@ -167,6 +167,5 @@ @inproceedings{basak2008kernel | ||
| author={J. Basak}, | ||
| booktitle={2008 19th International Conference on Pattern Recognition}, | ||
| title={A least square kernel machine with box constraints}, | ||
| year={2008}, | ||
| pages={1-4}, | ||
| year={2008} |
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karlnapf
Jun 20, 2018
Member
cool thx!
Did you render this locally (the html output) and check that it all works ?
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Alright, great! thanks! |
vinx13 commentedJun 16, 2018
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