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TODO.rst

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Number of + signs indicate how much work implies the change

  • add doctest when possible

dataset package

  • make an outer function that selects, from an Arff file, specified values of specified columns (+)
  • extend ArffFile object and arff file types to accomodate with uncertain data (+++)

models package

  • add a general binary decomposition method (+++)
  • add multilabel chaining methods (+++)
  • add multilabel calibrating methods (+++)
  • add decision trees (+++)
  • add credal model averaging logistic regressions (+++)
  • add credal model averaging of networks (+++)
  • transform decomposition methods (binary relevance, Frank and all method) so that they accept any base classifier (++)

evaluation package

  • add classifiers comparison using Demsar paper (+++)
  • add a function doing fold cross validation for any method (++)
  • add structured validation in fold creation function (+)

representations package

  • add transformation and approximations between different formats (+++)
  • add possibility distributions (+++)
  • add comparative probabilities on singletons (+++)
  • add neighbourhood models: PMM, denisity-ratio (++)
  • for each model, add extreme point extraction method (+++)
  • for each model, implement directly combination method (conjunctive, disjunctive)