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[ON_HOLD] Geodesic Flow Kernel#141

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antoinecollas wants to merge 10 commits intoscikit-adaptation:mainfrom
antoinecollas:GFK
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[ON_HOLD] Geodesic Flow Kernel#141
antoinecollas wants to merge 10 commits intoscikit-adaptation:mainfrom
antoinecollas:GFK

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@antoinecollas
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This PR is a WIP implementation of Geodesic Flow Kernel.

This method requires the Generalized SVD, and it is not implemented either in numpy or Scipy.
The transferlearning library uses bob.math.gsvd here, which has its custom C++ code here.

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codecov bot commented Mar 7, 2024

Codecov Report

Merging #141 (3767224) into main (35a3897) will increase coverage by 0.00%.
The diff coverage is 97.95%.

Additional details and impacted files
@@           Coverage Diff           @@
##             main     #141   +/-   ##
=======================================
  Coverage   97.62%   97.63%           
=======================================
  Files          47       47           
  Lines        3924     3973   +49     
=======================================
+ Hits         3831     3879   +48     
- Misses         93       94    +1     

@kachayev kachayev added the algorithm Implementation or improvements of the DA methods label Mar 7, 2024
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tgnassou commented Jul 4, 2024

@antoinecollas Do you think you can implement gsvd as you want? Or we cannot implement this method?

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No, I tried but the gsvd of the paper is hard to implement in python right now.

@tgnassou tgnassou changed the title [WIP] Geodesic Flow Kernel [ON_HOLD] Geodesic Flow Kernel Jul 4, 2024
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