ListarCongressos (Departament de Tecnologies de la Informació i les Comunicacions) por tema "Decision trees"

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A Monte Carlo tree search approach to learning decision trees

Nunes, Cecília; Craene, Mathieu de; Langet, Hélène; Camara, Oscar; Jonsson, Anders, 1973- (Institute of Electrical and Electronics Engineers (IEEE), 2019)

Decision trees (DTs) are a widely used prediction tool, owing to their interpretability. Standard learning methods follow a locally-optimal approach that trades off prediction performance for computational efficiency. Such ...
Human-in-the-loop construction of decision tree classifiers with parallel coordinates

Estivill-Castro, V. (Vladimir); Gilmore, Eugene; Hexel, René (Institute of Electrical and Electronics Engineers (IEEE), 2020)

How can there be Human-In-the-Loop-Learning (HILL) if datasets aimed at building classifiers have ever more dimensions? We make two contributions. First, we examine the few early results on the effectiveness of HILL for ...