Release history

Version 0.1

Changelog

Adds number of existing fuzzy rough set algorithms.

New algorithms

  • neighbours.FRFS

  • neighbours.FRONEC

  • neighbours.FROVOCO

  • neighbours.FRPS

API changes

  • neighbours.FRNNClassifier replaced by neighbours.FRNN.

  • Classifiers give confidence scores; absolute class predictions can be obtained with utility functions.

  • Classifiers follow construct/query pattern; scikit-learn fit/predict pattern can be obtained with utility class.

  • neighbours.owa_operators moved to utils.owa_operators.

  • utils.OWAOperator no longer initialised with fixed k, has to be passed to method calls instead.

  • utils.OWAOperator method calls and functions in utils.np_utils now accept fractional and None k.

Version 0

Changelog

First release, by Oliver Urs Lenz.

New algorithms

  • Fuzzy Rough Nearest Neighbour Classification with Ordered Weighted Average (OWA) operators