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Ensembles for predicting structured outputs

Author(s): Dragi Kocev (Author), Sašo Džeroski (Supervisor)

Year: 2011

Type: Doctoral dissertation

In this thesis, we address the task of learning models for predicting structured outputs, which take as input a tuple of attribute values and produce as output a structured object. In contrast to classification and regression, where the output is a single scalar value, in our case the output is …

Analysis of results of ecological simulation models with machine learning

Author(s): Aneta Trajanov (Author), Sašo Džeroski (Supervisor)

Year: 2010

Type: Doctoral dissertation

Simulation models are a widely used tool for modelling and simulating systems for which it is hard to obtain real data. However, the simulation models are usually complex and it is not an easy task to induce new knowledge and find relationships and dependencies among different parts (parameters, processes, modules) …