Research output per year
Research output per year
Personal profile
Artificial Intelligence Expert
- Machine Learning: from Traditional Methods to Deep Neural Networks
- Autonomous Agent Systems
- Mobility and Transport
- Smart and Service Industry
- Data Mining, Process Mining and Search
- Energy, Sustainability, Environment and Circularity
- Economical / Environmental Impact of AI
- Societal Context of AI
- Deep Learning
- Reinforcement Learning
- Traditional Machine Learning
Transport Expert
- Freight Transport
- Maritime Logistics
- Traffic (road)
- Infrastructure (road, rail, other)
- Simulation
- Stochastic Modelling
- Statistical Modelling
- Data Mining and Machine Learning
- Artificial Intelligence
- Autonomous Vehicles
- Optimization Technologies
- Economic / Business
- Intelligent Transport Systems
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 8 Decent Work and Economic Growth -
SDG 9 Industry, Innovation, and Infrastructure -
SDG 11 Sustainable Cities and Communities
Fingerprint
Dive into the research topics where Fabian Akkerman is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Breaking the Grid: Distance-Guided Reinforcement Learning in Large Discrete and Hybrid Action Spaces
Hoppe, H., Akkerman, F., van Heeswijk, W. & Schiffer, M., 9 Feb 2026, ArXiv.org, 26 p.Research output: Working paper › Preprint › Academic
Open AccessFile3 Downloads (Pure) -
A comparison of reinforcement learning policies for dynamic vehicle routing problems with stochastic customer requests
Akkerman, F., Mes, M. & van Jaarsveld, W., Feb 2025, In: Computers and Industrial Engineering. 200, 18 p., 110747.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile14 Link opens in a new tab Citations (Scopus)105 Downloads (Pure) -
Boosting Revisited: Benchmarking and Advancing LP-Based Ensemble Methods
Akkerman, F., Ferry, J., Artigues, C., Hebrard, E. & Vidal, T., 24 Jul 2025, ArXiv.org, 43 p.Research output: Working paper › Preprint › Academic
Open AccessFile11 Downloads (Pure) -
Boosting Revisited: Benchmarking and Advancing LP-Based Ensemble Methods
Akkerman, F., Ferry, J., Artigues, C., Hébrard, E. & Vidal, T., 2025, In: Transactions on Machine Learning Research. 2025, October, p. 1-43 43 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile5 Downloads (Pure) -
Boosting Revisited: Benchmarking and Advancing LP-Based Ensemble Methods
Akkerman, F., Ferry, J., Artigues, C., Hebrard, E. & Vidal, T., 24 Oct 2025, In: Transactions on Machine Learning Research. 43 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile10 Downloads (Pure)
Datasets
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Code, Data, and Experimental Results for "Boosting Revisited: Benchmarking and Advancing LP-Based Ensemble Methods"
Akkerman, F. (Creator), Ferry, J. (Creator), Artigues, C. (Creator), Hebrard, E. (Creator) & Vidal, T. (Creator), 4TU.Centre for Research Data, 22 Oct 2025
DOI: 10.4121/f82dcdaa-fc94-43c5-b66d-02579bd3de4f, https://doi.org/10.4121/f82dcdaa-fc94-43c5-b66d-02579bd3de4f.v1 and one more link, https://data.4tu.nl/datasets/f82dcdaa-fc94-43c5-b66d-02579bd3de4f/1 (show fewer)
Dataset
Prizes
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2024 Transportation Science Meritorious Service Awards
Akkerman, F. (Recipient), 2024
Prize: Other distinction
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2nd place ISIR Research Challenge: Production-Inventory Planning at ASML
Akkerman, F. (Recipient), Prak, D. R. J. (Recipient) & van der Heijden, M. (Recipient), 2025
Prize
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INFORMS Transportation Science and Logistics (TSL) Dissertation Award
Akkerman, F. (Recipient), 27 Oct 2025
Prize