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SAT-Based Encodings for Optimal Decision Trees with Explicit Paths

Decision trees play an important role both in Machine Learning and Knowledge Representation. They are attractive due to their immediate interpretability. In the spirit of Occam’s razor, and interpretability, it is desirable to calculate the smallest tree. This, however, has proven to be a challengin...

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Detalles Bibliográficos
Autores principales: Janota, Mikoláš, Morgado, António
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7326558/
http://dx.doi.org/10.1007/978-3-030-51825-7_35