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GemClus 1.0.0 Release

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@oshillou oshillou released this 13 Mar 11:02
· 12 commits to main since this release
1.0.0
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Learn about vigilant mode.

Published version 1.0.0, including the following features:

  • Adding the kernelised version of RIM with: KernelRIM
  • Adding the dynamic version of paths for feature selection in sparse models. A simply argument dynamic=True activates the dynamic mode.
  • Possibility of passing custom kernels and metrics to sparse models. This is not compatible with the dynamic mode.
  • No need to specify any longer the full partition of the features in the groups arguments of the sparse models
  • New GEMINIs: HellingerGEMINI, TVGEMINI and KLGEMINI
  • Introducing generic models that can be combined with any GEMINI
    • gemclus.linear.LinearModel, gemclus.mlp.MLPModel, gemclus.nonparametric.CategoricalModel,
      gemclus.sparse.SparseLinearModel, gemclus.sparse.SparseMLPModel
    • The GEMINI parametrisation of DOUGLAS can now be done through string
    • The dedicated MMD and Wasserstein models remain and support custom kernel/metric parameters
  • Fusing GEMINIs into a single class per distance
    • gemclus.gemini.MMDOvA and gemclus.gemini.MMDOvO are now gemclus.gemini.MMDGEMINI
    • gemclus.gemini.WassersteinOvA and gemclus.gemini.WassersteinOvO are now gemclus.WassersteinGEMINI
    • Both the MMD and Wasserstein GEMINI now support custom kernel/metric parameters
  • Fixing a gradient mistake in the gemclus.MI
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