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dtControl 2.0: Explainable Strategy Representation via Decision Tree Learning Steered by Experts [article]

Pranav Ashok, Mathias Jackermeier, Jan Křetínský, Christoph Weinhuber, Maximilian Weininger, Mayank Yadav
2021 arXiv   pre-print
Most importantly, the user can now provide domain knowledge to be exploited in the decision tree learning process and can also interactively steer the process based on the dynamically provided information  ...  We present dtControl 2.0, a new version with several fundamentally novel features.  ...  The tool now features a graphical user interface, allowing both experts and non-experts to conveniently interact with the decision tree learning process as well as the resulting tree.  ... 
arXiv:2101.07202v1 fatcat:vriuqr74pfdtpf3tt3vwu6dchu

dtControl 2.0: Explainable Strategy Representation via Decision Tree Learning Steered by Experts [chapter]

Pranav Ashok, Mathias Jackermeier, Jan Křetínský, Christoph Weinhuber, Maximilian Weininger, Mayank Yadav
2021 Lecture Notes in Computer Science  
Most importantly, the user can now provide domain knowledge to be exploited in the decision tree learning process and can also interactively steer the process based on the dynamically provided information  ...  AbstractRecent advances have shown how decision trees are apt data structures for concisely representing strategies (or controllers) satisfying various objectives.  ...  The tool now features a graphical user interface, allowing both experts and non-experts to conveniently interact with the decision tree learning process as well as the resulting tree.  ... 
doi:10.1007/978-3-030-72013-1_17 fatcat:ikpt43u4gba75dag5agzn3yp3m