[pymvpa] classification selection
Liang, Guangsheng
guangsheng.liang at ttu.edu
Wed Jun 15 15:38:45 UTC 2016
Oh sorry. I forgot to post that info. Please see below please.
Thanks!
"Dataset: 1770x131072 at float64, <sa: chunks,targets,time_coords,time_indices>, <fa: voxel_indices>, <a: imgaffine,imghdr,imgtype,mapper,voxel_dim,voxel_eldim>
stats: mean=-2.65305e-18 std=0.99975 var=0.999501 min=-10.8893 max=18.7883
Counts of targets in each chunk:
chunks\\targets post_rest pre_rest
--- ---
0.0 177 177
1.0 177 177
2.0 177 177
3.0 177 177
4.0 177 177
Summary for targets across chunks
targets mean std min max #chunks
post_rest 177 0 177 177 5
pre_rest 177 0 177 177 5
Summary for chunks across targets
chunks mean std min max #targets
0 177 0 177 177 2
1 177 0 177 177 2
2 177 0 177 177 2
3 177 0 177 177 2
4 177 0 177 177 2
Sequence statistics for 1770 entries from set ['post_rest', 'pre_rest']\nCounter-balance table for orders up to 2:
Targets/Order O1 | O2 |
post_rest: 884 0 | 883 0 |
pre_rest: 1 884 | 2 883 |
Correlations: min=-1 max=1 mean=-0.00057 sum(abs)=8.8e+02"
On 6/14/16, 5:24 PM, "Pkg-ExpPsy-PyMVPA on behalf of Yaroslav Halchenko" <pkg-exppsy-pymvpa-bounces+guangsheng.liang=ttu.edu at lists.alioth.debian.org on behalf of debian at onerussian.com> wrote:
>
>On Tue, 14 Jun 2016, Liang, Guangsheng wrote:
>
>> Hello PyMVPA community,
>
>> I just start using PyMVPA for some fMRI data analysis, and I got a
>> question about classification selection.
>
>> I firstly used LinearCSVMC as my initial classifier, but it ran very very
>> slow (it kept running for more than 2 weeks).
>
>> I am not quite sure where did I go wrong. I then used another classifier
>> - kNN. It ran much faster than the LinearCSVMC.
>
>> I was wondering if there was any restriction or cautions on using kNN for
>> fMRI data analysis?
>
>it all depends on details of your study... at least having a clue
>(print your_ds.summary()) could be of help.
>
>--
>Yaroslav O. Halchenko
>Center for Open Neuroscience http://centerforopenneuroscience.org
>Dartmouth College, 419 Moore Hall, Hinman Box 6207, Hanover, NH 03755
>Phone: +1 (603) 646-9834 Fax: +1 (603) 646-1419
>WWW: http://www.linkedin.com/in/yarik
>
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