Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems

article Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems published yes Marvin Niederhaus author 2320040009-0008-8581-2708 Nico Migenda author 2184730000-0002-7223-1735 Julian Weller author Martin Kohlhase author 2266690009-0002-9374-0720 Wolfram Schenck author 2243750000-0003-3300-2048 103 department Institut für Systemdynamik und Mechatronik project Institute for Data Science Solutions project https://www.hsbi.de/publikationsserver/download/6244/6245/BDCC-09-00261.pdf application/pdfno MDPI AG2025 eng prescriptive analyticsprescriptive platformsadvanced data analyticsretrieval-augmented generationgraph-based retrieval-augmented generationlarge language modelsgenerative AIgenAIrecommender system Big Data and Cognitive Computing 2504-2289urn:nbn:de:hbz:bi10-6244410.3390/bdcc9100261 910 Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” Big Data and Cognitive Computing 9, no. 10 (2025). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>. Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., & Schenck, W. (2025). Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. Big Data and Cognitive Computing, 9(10). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a> @article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9}, DOI={<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>}, number={10261}, journal={Big Data and Cognitive Computing}, publisher={MDPI AG}, author={Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck, Wolfram}, year={2025} } Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. Big Data and Cognitive Computing. 2025;9(10). doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a> M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and Cognitive Computing 9 (2025). Niederhaus, Marvin ; Migenda, Nico ; Weller, Julian ; Kohlhase, Martin ; Schenck, Wolfram: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In: Big Data and Cognitive Computing Bd. 9, MDPI AG (2025), Nr. 10 Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems.” Big Data and Cognitive Computing, vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>. M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” Big Data and Cognitive Computing, vol. 9, no. 10, 2025. 62442025-10-17T07:19:59Z2026-06-01T15:15:50Z