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NEWS.md

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#Version 0.1.6 [development]

Minor changes

  • Fixes issue #22 - wLambda error when a class has less than 2 instances
  • Fixes infotheo when the dataset cannot be discretized
  • Fixes landmarking to handle with datasets with a single column

Version 0.1.5 [current]

Minor changes

  • Set 'stringsAsFactors = TRUE' in data.frame to keep compatibility with R 4.0

Version 0.1.4

Minor changes

  • Include complexity meta-features
  • Include concept characterization meta-features
  • Include itemset meta-features
  • Include the option "default" to distinguish from "all" meta-features groups

Version 0.1.3

Minor changes

  • Include relative meta-features
  • Include clustering meta-features

Bugfixes

  • Change the Decision Tree params to support sparse datasets

Version 0.1.2

Minor changes

  • Change license

Bugfixes

  • Support dataset with weird attribute's names
  • Changed the comparison of the nrNorm statistical meta-feature

Version 0.1.1

Minor changes

  • Add new measures in all groups
  • Support to new summarization techniques in post.processing method
  • Increase the robustness of the Decision Tree algorithm to imbalanced datasets
  • Change in the Decision Tree algorithm to support more Landmarking measures
  • Support categorical attributes on the 1NN and eNN measures

Bugfixes

  • Fix Decision Tree model errors related with minority class with an unique instance
  • Support datasets that have columns named with numbers
  • Fix harmonic and geometric mean

First release of mfe:

  • General meta-features
  • Statistical meta-features
  • Discriminant meta-features
  • Information theoretical meta-features
  • Model based Decision Tree meta-features
  • Landmarking meta-features