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Exploiting domain knowledge in predictive learning from food and nutrition data

Author(s): Gordana Ispirova (Author), Barbara Koroušić Seljak (Supervisor), Tome Eftimov (Co-Supervisor)

Year: 2022

Type: Doctoral dissertation

Human knowledge about food and nutrition has evolved drastically with time. With food and nutrition-related data being mass produced and easily accessible, the next step is to use Artificial Intelligence (AI) to translate data into knowledge. The majority of AI research is model-driven, and classical Machine Learning (ML) pipelines concentrate …

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) …