Data-driven Decision Support with Multiobjective Optimization (DAEMON) (DAEMON)
Main funder
Funder's project number: 322221
Funds granted by main funder (€)
- 592 530,00
Funding program
Project timetable
Project start date: 01/09/2019
Project end date: 31/08/2023
Summary
We develop modular building blocks for modelling and solving data-driven decision making problems utilizing tools of machine learning and multiobjective optimization. As inspiration and for testing the development, we have data sets from three application areas. The implementation significantly extends the open source code DESDEO framework designed for simulation-based problems.
Principal Investigator
Primary responsible unit
Related publications and other outputs
- A Performance Indicator for Interactive Evolutionary Multiobjective Optimization Methods (2023) Aghaei Pour, Pouya; et al.; A1; OA
- DESMILS : a decision support approach for multi-item lot sizing using interactive multiobjective optimization (2023) Kania, Adhe; et al.; A1; OA
- Interactive data-driven multiobjective optimization of metallurgical properties of microalloyed steels using the DESDEO framework (2023) Saini, Bhupinder Singh; et al.; A1; OA
- Machine learning models in predicting health care costs in patients with a recent acute coronary syndrome : A prospective pilot study (2023) Hautala, Arto J.; et al.; A1; OA
- Designing empirical experiments to compare interactive multiobjective optimization methods (2022) Afsar, Bekir; et al.; A1; OA
- Desirable properties of performance indicators for assessing interactive evolutionary multiobjective optimization methods (2022) Aghaei Pour, Pouya; et al.; A4; OA
- Integration of lot sizing and safety strategy placement using interactive multiobjective optimization (2022) Kania, Adhe; et al.; A1; OA
- Interactive decision support and trade-off analysis for sustainable forest landscape planning under deep uncertainty (2022) Shavazipour, Babooshka; et al.; A1; OA
- Interactive multiobjective optimization for finding the most preferred exercise therapy modality in knee osteoarthritis (2022) Shavazipour, Babooshka; et al.; A1; OA
- Interactivized : Visual Interaction for Better Decisions with Interactive Multiobjective Optimization (2022) Hakanen, Jussi; et al.; A1; OA