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Add support for ordinal classifiers

Open gfournier opened this issue 5 years ago • 3 comments

Have a look at: https://pythonhosted.org/mord/

gfournier avatar Mar 02 '20 21:03 gfournier

https://www.cs.waikato.ac.nz/~eibe/pubs/ordinal_tech_report.pdf

gfournier avatar Mar 19 '20 15:03 gfournier

And also: https://stackoverflow.com/questions/3495157/ordinal-classification-packages-and-algorithms http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.107.3223&rep=rep1&type=pdf http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.107.1362&rep=rep1&type=pdf

gfournier avatar Mar 20 '20 14:03 gfournier

next steps, make the tools available in auto-ml

  • create a parameter to say that the classification is ordinal (not sure we can that)
  • add 'composition' step that make the transformation of the underlying model
  • add condition : regressor model should be drawn if 'ClassifierFromRegressor'
  • add condition : classifier that allow multi-output be drawn if 'ClassifierORdinal'

LionelMassoulard avatar Mar 26 '20 15:03 LionelMassoulard