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Feature construction techniques in time-series analysis and single-objective optimization

Author(s): Gašper Petelin (Author), Gregor Papa (Supervisor)

Year: 2025

Type: Doctoral dissertation

Feature construction, encompassing both feature engineering, which involves the manual design of features by domain experts, and representation learning, which refers to the automated discovery of useful data representations during model construction, is a fundamental aspect of machine learning. Its goal is to transform raw data into a more suitable …