---
_id: '6244'
article_number: '261'
article_type: original
author:
- first_name: Marvin
  full_name: Niederhaus, Marvin
  id: '232004'
  last_name: Niederhaus
  orcid: 0009-0008-8581-2708
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0008-8581-2708/work/194508828
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/194483982
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/194483983
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/194483984
citation:
  alphadin: '<span style="font-variant:small-caps;">Niederhaus, Marvin</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Weller,
    Julian</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In:
    <i>Big Data and Cognitive Computing</i> Bd. 9, MDPI AG (2025), Nr. 10'
  ama: Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph
    Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data
    and Cognitive Computing</i>. 2025;9(10). doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>
  apa: Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025).
    Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems. <i>Big Data and Cognitive Computing</i>, <i>9</i>(10). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>
  bibtex: '@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} }'
  chicago: Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram
    Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems.” <i>Big Data and Cognitive Computing</i> 9, no. 10 (2025). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>.
  ieee: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” <i>Big
    Data and Cognitive Computing</i>, vol. 9, no. 10, 2025.
  mla: Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation
    into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i>,
    vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>.
  short: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and
    Cognitive Computing 9 (2025).
date_created: 2025-10-17T07:19:59Z
date_updated: 2026-03-17T15:29:27Z
department:
- _id: '103'
doi: 10.3390/bdcc9100261
file:
- access_level: open_access
  content_type: application/pdf
  creator: mniederhaus
  date_created: 2025-10-17T07:11:25Z
  date_updated: 2025-10-17T07:11:25Z
  file_id: '6245'
  file_name: BDCC-09-00261.pdf
  file_size: 13995224
  relation: main_file
  success: 1
file_date_updated: 2025-10-17T07:11:25Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '         9'
issue: '10'
keyword:
- prescriptive analytics
- prescriptive platforms
- advanced data analytics
- retrieval-augmented generation
- graph-based retrieval-augmented generation
- large language models
- generative AI
- genAI
- recommender system
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2504-2289/9/10/261/pdf
oa: '1'
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Big Data and Cognitive Computing
publication_identifier:
  eissn:
  - 2504-2289
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
  Systems
type: journal_article
urn: urn:nbn:de:hbz:bi10-62444
user_id: '224375'
volume: 9
year: '2025'
...