pylfit v0.4.0

• Refactoring of atom and rule representation
• Added modeling of unknown values for GULA

pylfit v0.3.0

• Refactoring of dataset api
• Update ACEDIA for pylfit api
• Added multi-thread support for GULA/PRIDE/Synchronizer/ACEDIA/probalizer
• Added heuristic for PRIDE regarding coverage

pylfit v0.2.2

MLJ20 Experiements version

• Correct MLJ scripts

pylfit v0.2.1

• Corrected WDMVLP.fit verbose option
• Correct MLJ20 evaluation scripts to use proper option "brute-force"

API Second version

• Improved user API
• Added extend method to DMVLP and WDMVLP to search for new rule when a feature state to predict from is not already matched by the model rules.
• Added BruteForce algorithm for scalability comparaison purpose with GULA
• Added explanation scoring functions in pylfit.postprocessing, evaluating a model predictions and explanation versus expected perfect model
• Extended MLJ20 evaluation with baselines and new metrics
• Regression test coverage 99% of user API accessible code

API first version

First version of the pylfit API.

• preprocessing: tabular data (list of pairs (list of string, list of string)) and csv format
• datasets: StateTransitions
• models: DMVLP/CDMVLP/WDMVLP
• algo: GULA/PRIDE/Synchronizer
• semantics: synchronous/asynchronous/general/constrained Synchronous