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v0.11.0

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@qbphilip qbphilip released this 11 Nov 14:58
· 32 commits to master since this release
aa39d8a

Changelog:

  • Add expectation-maximisation (EM) algorithm to learn with latent variables
  • Add a new tutorial on adding latent variable as well as identifying its candidate location
  • Allow users to provide self-defined CPD, as per #18 and #99
  • Generalise the utility function to get Markov blanket and incorporate it within StructureModel (cf. #136)
  • Add a link to PyGraphviz installation guide under the installation prerequisites
  • Add GPU support to Pytorch implementation, as requested in #56 and #114 (some issues remain)
  • Add an example for structure model exporting into first causalnex tutorial, as per #124 and #129
  • Fix infinite loop when querying InferenceEngine after a do-intervention that splits
    the graph into two or more subgraphs, as per #45 and #100
  • Fix decision tree and mdlp discretisations bug when input data is shuffled
  • Fix broken URLs in FAQ documentation, as per #113 and #125
  • Fix integer index type checking for timeseries data, as per #74 and #86
  • Fix bug where inputs to the DAGRegressor/Classifier yielded different predictions between float and int dtypes, as per #140