Dealing with competing requirements surrounding machine learning performance and explainability: Designing a decision support framework for choosing specific machine learning models while dealing with competing model requirements; A case study for the RvIG

For the future demand prediction of identification documents the National Office for Identity Data is interested in a new prediction model based on machine learning techniques. Due to the existence of many different machine learning algorithms and the often competing model requirements regarding model performance and explainability it can be...