REPOSITORY > LATEST

Latest Academic Works

Complex nodes in trees for structured output prediction

Author(s): Tomaž Stepišnik (Author), Dragi Kocev (Supervisor), Sašo Džeroski (Co-Supervisor)

Year: 2021

Type: Doctoral dissertation

In this thesis, we integrate complex nodes into predictive clustering trees (PCTs). PCTs are well-established machine learning models that are very flexible in terms of the machine learning tasks that they can address, including structured output prediction and semisupervised learning. Like standard decision trees, they are learned with a greedy …