---
res:
  bibo_abstract:
  - The increasing complexity of product configurations demands intelligent systems
    that effectively integrate customer requirements, dependencies, and uncertainties.
    This paper introduces a unified framework combining Knowledge Graphs (KGs) and
    Bayesian Networks (BNs) to enhance the efficiency and adaptability of product
    configuration processes. KGs provide a semantic foundation for product information,
    ensuring interoperability and explicit relationship modeling. BNs enhance this
    through probabilistic reasoning, allowing the system to manage uncertainties and
    dynamically generate optimal configurations. The integration of deterministic,
    rule-based reasoning from ontologies with the probabilistic nature of BNs automates
    suggestions, predicts user preferences, and reduces complexity. This framework
    streamlines user interactions through intelligent form pre-filling and contextually
    relevant suggestions, even under uncertainty. By employing an ontology-based representation
    of BNs, the components fit seamlessly into the KG, creating a cohesive and unified
    framework that balances scalability and user-centric design to address modern
    configuration challenges.                @eng
  bibo_authorlist:
  - foaf_Person:
      foaf_givenName: Stefan
      foaf_name: Berlik, Stefan
      foaf_surname: Berlik
      foaf_workInfoHomepage: http://www.librecat.org/personId=237529
    orcid: 0009-0007-3242-4501
    orcid_put_code_url: https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226068666
  - foaf_Person:
      foaf_givenName: Mohammad
      foaf_name: Seidpisheh, Mohammad
      foaf_surname: Seidpisheh
      foaf_workInfoHomepage: http://www.librecat.org/personId=258037
    orcid: 0000-0002-2976-9206
    orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226068667
  bibo_doi: 10.1007/978-3-032-16889-4_13
  dct_date: 2026^xs_gYear
  dct_isPartOf:
  - http://id.crossref.org/issn/2195-4356
  - http://id.crossref.org/issn/2195-4364
  - http://id.crossref.org/issn/978-3-032-16888-7
  dct_language: eng
  dct_publisher: Springer Nature Switzerland@
  dct_title: A Unified Framework for Intelligent Product Configuration Using Knowledge
    Graphs and Bayesian Networks@
...