---
_id: '7145'
author:
- first_name: Stefan
  full_name: Berlik, Stefan
  id: '237529'
  last_name: Berlik
  orcid: 0009-0007-3242-4501
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226069311
- first_name: Mohammad
  full_name: Seidpisheh, Mohammad
  id: '258037'
  last_name: Seidpisheh
  orcid: 0000-0002-2976-9206
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226069314
citation:
  alphadin: '<span style="font-variant:small-caps;">Berlik, Stefan</span> ; <span
    style="font-variant:small-caps;">Seidpisheh, Mohammad</span>: Multi-stage Knowledge
    Graph-Augmented LLMs for Reliable Product Configuration. In: <span style="font-variant:small-caps;">Alam,
    M.-R.</span> ; <span style="font-variant:small-caps;">Fathi, M.</span> ; <span
    style="font-variant:small-caps;">Pulatov, A.</span> (Hrsg.): <i>Integrated Systems:
    AI-Augmented Engineering</i>. Cham : Springer Nature Switzerland, 2026, S. 46–56'
  ama: 'Berlik S, Seidpisheh M. Multi-stage Knowledge Graph-Augmented LLMs for Reliable
    Product Configuration. In: Alam M-R, Fathi M, Pulatov A, eds. <i>Integrated Systems:
    AI-Augmented Engineering</i>. Cham: Springer Nature Switzerland; 2026:46-56. doi:<a
    href="https://doi.org/10.1007/978-3-032-21981-7_4">10.1007/978-3-032-21981-7_4</a>'
  apa: 'Berlik, S., &#38; Seidpisheh, M. (2026). Multi-stage Knowledge Graph-Augmented
    LLMs for Reliable Product Configuration. In M.-R. Alam, M. Fathi, &#38; A. Pulatov
    (Eds.), <i>Integrated Systems: AI-Augmented Engineering</i> (pp. 46–56). Cham:
    Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-032-21981-7_4">https://doi.org/10.1007/978-3-032-21981-7_4</a>'
  bibtex: '@inproceedings{Berlik_Seidpisheh_2026, place={Cham}, title={Multi-stage
    Knowledge Graph-Augmented LLMs for Reliable Product Configuration}, DOI={<a href="https://doi.org/10.1007/978-3-032-21981-7_4">10.1007/978-3-032-21981-7_4</a>},
    booktitle={Integrated Systems: AI-Augmented Engineering}, publisher={Springer
    Nature Switzerland}, author={Berlik, Stefan and Seidpisheh, Mohammad}, editor={Alam,
    Mohammad-Reza and Fathi, Madjid and Pulatov, AlimEditors}, year={2026}, pages={46–56}
    }'
  chicago: 'Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented
    LLMs for Reliable Product Configuration.” In <i>Integrated Systems: AI-Augmented
    Engineering</i>, edited by Mohammad-Reza Alam, Madjid Fathi, and Alim Pulatov,
    46–56. Cham: Springer Nature Switzerland, 2026. <a href="https://doi.org/10.1007/978-3-032-21981-7_4">https://doi.org/10.1007/978-3-032-21981-7_4</a>.'
  ieee: 'S. Berlik and M. Seidpisheh, “Multi-stage Knowledge Graph-Augmented LLMs
    for Reliable Product Configuration,” in <i>Integrated Systems: AI-Augmented Engineering</i>,
    Tashkent, Usbekistan, 2026, pp. 46–56.'
  mla: 'Berlik, Stefan, and Mohammad Seidpisheh. “Multi-Stage Knowledge Graph-Augmented
    LLMs for Reliable Product Configuration.” <i>Integrated Systems: AI-Augmented
    Engineering</i>, edited by Mohammad-Reza Alam et al., Springer Nature Switzerland,
    2026, pp. 46–56, doi:<a href="https://doi.org/10.1007/978-3-032-21981-7_4">10.1007/978-3-032-21981-7_4</a>.'
  short: 'S. Berlik, M. Seidpisheh, in: M.-R. Alam, M. Fathi, A. Pulatov (Eds.), Integrated
    Systems: AI-Augmented Engineering, Springer Nature Switzerland, Cham, 2026, pp.
    46–56.'
conference:
  end_date: 2025-05-15
  location: Tashkent, Usbekistan
  name: 9th International Conference on Integrated Systems Design and Technology (ISDT
    2025)
  start_date: 2025-05-13
date_created: 2026-09-07T17:05:30Z
date_updated: 2026-09-08T08:49:50Z
doi: 10.1007/978-3-032-21981-7_4
editor:
- first_name: Mohammad-Reza
  full_name: Alam, Mohammad-Reza
  last_name: Alam
- first_name: Madjid
  full_name: Fathi, Madjid
  last_name: Fathi
- first_name: Alim
  full_name: Pulatov, Alim
  last_name: Pulatov
language:
- iso: eng
page: 46-56
place: Cham
publication: 'Integrated Systems: AI-Augmented Engineering'
publication_identifier:
  eisbn:
  - 978-3-032-21981-7
  isbn:
  - 978-3-032-21980-0
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '7144'
abstract:
- lang: eng
  text: '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.                '
author:
- first_name: Stefan
  full_name: Berlik, Stefan
  id: '237529'
  last_name: Berlik
  orcid: 0009-0007-3242-4501
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226068666
- first_name: Mohammad
  full_name: Seidpisheh, Mohammad
  id: '258037'
  last_name: Seidpisheh
  orcid: 0000-0002-2976-9206
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226068667
citation:
  alphadin: '<span style="font-variant:small-caps;">Berlik, Stefan</span> ; <span
    style="font-variant:small-caps;">Seidpisheh, Mohammad</span>: A Unified Framework
    for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks.
    In: <span style="font-variant:small-caps;">Manns, M.</span> (Hrsg.): <i>New Paradigms
    for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable
    and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization
    and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>,
    <i>Lecture Notes in Mechanical Engineering</i>. Cham : Springer Nature Switzerland,
    2026, S. 131–141'
  ama: 'Berlik S, Seidpisheh M. A Unified Framework for Intelligent Product Configuration
    Using Knowledge Graphs and Bayesian Networks. In: Manns M, ed. <i>New Paradigms
    for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable
    and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization
    and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>.
    Lecture Notes in Mechanical Engineering. Cham: Springer Nature Switzerland; 2026:131-141.
    doi:<a href="https://doi.org/10.1007/978-3-032-16889-4_13">10.1007/978-3-032-16889-4_13</a>'
  apa: 'Berlik, S., &#38; Seidpisheh, M. (2026). A Unified Framework for Intelligent
    Product Configuration Using Knowledge Graphs and Bayesian Networks. In M. Manns
    (Ed.), <i>New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable,
    Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th
    World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany,
    September 2025</i> (pp. 131–141). Cham: Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-032-16889-4_13">https://doi.org/10.1007/978-3-032-16889-4_13</a>'
  bibtex: '@inproceedings{Berlik_Seidpisheh_2026, place={Cham}, series={Lecture Notes
    in Mechanical Engineering}, title={A Unified Framework for Intelligent Product
    Configuration Using Knowledge Graphs and Bayesian Networks}, DOI={<a href="https://doi.org/10.1007/978-3-032-16889-4_13">10.1007/978-3-032-16889-4_13</a>},
    booktitle={New Paradigms for Anticipated Uncertainty. Proceedings of the 10th
    Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV 2025)
    and the 12th World Mass Customization and Personalization Conference (MCPC 2025),
    Siegen, Germany, September 2025}, publisher={Springer Nature Switzerland}, author={Berlik,
    Stefan and Seidpisheh, Mohammad}, editor={Manns, MartinEditor}, year={2026}, pages={131–141},
    collection={Lecture Notes in Mechanical Engineering} }'
  chicago: 'Berlik, Stefan, and Mohammad Seidpisheh. “A Unified Framework for Intelligent
    Product Configuration Using Knowledge Graphs and Bayesian Networks.” In <i>New
    Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile,
    Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th World
    Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany,
    September 2025</i>, edited by Martin Manns, 131–41. Lecture Notes in Mechanical
    Engineering. Cham: Springer Nature Switzerland, 2026. <a href="https://doi.org/10.1007/978-3-032-16889-4_13">https://doi.org/10.1007/978-3-032-16889-4_13</a>.'
  ieee: S. Berlik and M. Seidpisheh, “A Unified Framework for Intelligent Product
    Configuration Using Knowledge Graphs and Bayesian Networks,” in <i>New Paradigms
    for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable
    and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization
    and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>,
    Siegen, 2026, pp. 131–141.
  mla: Berlik, Stefan, and Mohammad Seidpisheh. “A Unified Framework for Intelligent
    Product Configuration Using Knowledge Graphs and Bayesian Networks.” <i>New Paradigms
    for Anticipated Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable
    and Virtual Production Conference (CARV 2025) and the 12th World Mass Customization
    and Personalization Conference (MCPC 2025), Siegen, Germany, September 2025</i>,
    edited by Martin Manns, Springer Nature Switzerland, 2026, pp. 131–41, doi:<a
    href="https://doi.org/10.1007/978-3-032-16889-4_13">10.1007/978-3-032-16889-4_13</a>.
  short: 'S. Berlik, M. Seidpisheh, in: M. Manns (Ed.), New Paradigms for Anticipated
    Uncertainty. Proceedings of the 10th Changeable, Agile, Reconfigurable and Virtual
    Production Conference (CARV 2025) and the 12th World Mass Customization and Personalization
    Conference (MCPC 2025), Siegen, Germany, September 2025, Springer Nature Switzerland,
    Cham, 2026, pp. 131–141.'
conference:
  end_date: 2025-09-12
  location: Siegen
  name: 10th Changeable, Agile, Reconfigurable and Virtual Production Conference (CARV
    2025) and the 12th World Mass Customization and Personalization Conference (MCPC
    2025)
  start_date: 2025-09-09
date_created: 2026-09-07T17:05:29Z
date_updated: 2026-09-08T08:45:48Z
doi: 10.1007/978-3-032-16889-4_13
editor:
- first_name: Martin
  full_name: Manns, Martin
  last_name: Manns
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 131-141
place: Cham
publication: New Paradigms for Anticipated Uncertainty. Proceedings of the 10th Changeable,
  Agile, Reconfigurable and Virtual Production Conference (CARV 2025) and the 12th
  World Mass Customization and Personalization Conference (MCPC 2025), Siegen, Germany,
  September 2025
publication_identifier:
  eisbn:
  - 978-3-032-16889-4
  eissn:
  - 2195-4364
  isbn:
  - 978-3-032-16888-7
  issn:
  - 2195-4356
publication_status: published
publisher: Springer Nature Switzerland
series_title: Lecture Notes in Mechanical Engineering
status: public
title: A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs
  and Bayesian Networks
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '5893'
author:
- first_name: Mohammad
  full_name: Seidpisheh, Mohammad
  id: '258037'
  last_name: Seidpisheh
  orcid: 0000-0002-2976-9206
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2976-9206/work/182853005
- first_name: Salman
  full_name: Babayi, Salman
  last_name: Babayi
- first_name: Adel
  full_name: Mohammadpour, Adel
  last_name: Mohammadpour
citation:
  alphadin: '<span style="font-variant:small-caps;">Seidpisheh, Mohammad</span> ;
    <span style="font-variant:small-caps;">Babayi, Salman</span> ; <span style="font-variant:small-caps;">Mohammadpour,
    Adel</span>: Feature Clustering of Noisy Data and Application in the Currency
    Market. In: <i>Fluctuation and Noise Letters</i> Bd. 21, World Scientific Pub
    Co Pte Ltd (2022), Nr. 06'
  ama: Seidpisheh M, Babayi S, Mohammadpour A. Feature Clustering of Noisy Data and
    Application in the Currency Market. <i>Fluctuation and Noise Letters</i>. 2022;21(06).
    doi:<a href="https://doi.org/10.1142/S0219477522500584">10.1142/S0219477522500584</a>
  apa: Seidpisheh, M., Babayi, S., &#38; Mohammadpour, A. (2022). Feature Clustering
    of Noisy Data and Application in the Currency Market. <i>Fluctuation and Noise
    Letters</i>, <i>21</i>(06). <a href="https://doi.org/10.1142/S0219477522500584">https://doi.org/10.1142/S0219477522500584</a>
  bibtex: '@article{Seidpisheh_Babayi_Mohammadpour_2022, title={Feature Clustering
    of Noisy Data and Application in the Currency Market}, volume={21}, DOI={<a href="https://doi.org/10.1142/S0219477522500584">10.1142/S0219477522500584</a>},
    number={06}, journal={Fluctuation and Noise Letters}, publisher={World Scientific
    Pub Co Pte Ltd}, author={Seidpisheh, Mohammad and Babayi, Salman and Mohammadpour,
    Adel}, year={2022} }'
  chicago: Seidpisheh, Mohammad, Salman Babayi, and Adel Mohammadpour. “Feature Clustering
    of Noisy Data and Application in the Currency Market.” <i>Fluctuation and Noise
    Letters</i> 21, no. 06 (2022). <a href="https://doi.org/10.1142/S0219477522500584">https://doi.org/10.1142/S0219477522500584</a>.
  ieee: M. Seidpisheh, S. Babayi, and A. Mohammadpour, “Feature Clustering of Noisy
    Data and Application in the Currency Market,” <i>Fluctuation and Noise Letters</i>,
    vol. 21, no. 06, 2022.
  mla: Seidpisheh, Mohammad, et al. “Feature Clustering of Noisy Data and Application
    in the Currency Market.” <i>Fluctuation and Noise Letters</i>, vol. 21, no. 06,
    World Scientific Pub Co Pte Ltd, 2022, doi:<a href="https://doi.org/10.1142/S0219477522500584">10.1142/S0219477522500584</a>.
  short: M. Seidpisheh, S. Babayi, A. Mohammadpour, Fluctuation and Noise Letters
    21 (2022).
date_created: 2025-04-23T14:46:00Z
date_updated: 2026-03-17T15:29:23Z
doi: 10.1142/S0219477522500584
intvolume: '        21'
issue: '06'
language:
- iso: eng
publication: Fluctuation and Noise Letters
publication_identifier:
  eissn:
  - 1793-6780
  issn:
  - 0219-4775
publication_status: published
publisher: World Scientific Pub Co Pte Ltd
status: public
title: Feature Clustering of Noisy Data and Application in the Currency Market
type: journal_article
user_id: '220548'
volume: 21
year: '2022'
...
---
_id: '5895'
author:
- first_name: Salman
  full_name: Babayi, Salman
  last_name: Babayi
- first_name: Mohammad
  full_name: Seidpisheh, Mohammad
  id: '258037'
  last_name: Seidpisheh
  orcid: 0000-0002-2976-9206
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-2976-9206/work/182853327
- first_name: Gholamhossein
  full_name: Gholami, Gholamhossein
  last_name: Gholami
citation:
  alphadin: '<span style="font-variant:small-caps;">Babayi, Salman</span> ; <span
    style="font-variant:small-caps;">Seidpisheh, Mohammad</span> ; <span style="font-variant:small-caps;">Gholami,
    Gholamhossein</span>: Statistical Inference of Reliability Parameter for the Skew‐Normal
    Distribution under Progressive Type‐II Censored Samples. In: <i>Journal of Mathematics</i>
    Bd. 2022, Wiley (2022), Nr. 1'
  ama: Babayi S, Seidpisheh M, Gholami G. Statistical Inference of Reliability Parameter
    for the Skew‐Normal Distribution under Progressive Type‐II Censored Samples. <i>Journal
    of Mathematics</i>. 2022;2022(1). doi:<a href="https://doi.org/10.1155/2022/7173293">10.1155/2022/7173293</a>
  apa: Babayi, S., Seidpisheh, M., &#38; Gholami, G. (2022). Statistical Inference
    of Reliability Parameter for the Skew‐Normal Distribution under Progressive Type‐II
    Censored Samples. <i>Journal of Mathematics</i>, <i>2022</i>(1). <a href="https://doi.org/10.1155/2022/7173293">https://doi.org/10.1155/2022/7173293</a>
  bibtex: '@article{Babayi_Seidpisheh_Gholami_2022, title={Statistical Inference of
    Reliability Parameter for the Skew‐Normal Distribution under Progressive Type‐II
    Censored Samples}, volume={2022}, DOI={<a href="https://doi.org/10.1155/2022/7173293">10.1155/2022/7173293</a>},
    number={1}, journal={Journal of Mathematics}, publisher={Wiley}, author={Babayi,
    Salman and Seidpisheh, Mohammad and Gholami, Gholamhossein}, year={2022} }'
  chicago: Babayi, Salman, Mohammad Seidpisheh, and Gholamhossein Gholami. “Statistical
    Inference of Reliability Parameter for the Skew‐Normal Distribution under Progressive
    Type‐II Censored Samples.” <i>Journal of Mathematics</i> 2022, no. 1 (2022). <a
    href="https://doi.org/10.1155/2022/7173293">https://doi.org/10.1155/2022/7173293</a>.
  ieee: S. Babayi, M. Seidpisheh, and G. Gholami, “Statistical Inference of Reliability
    Parameter for the Skew‐Normal Distribution under Progressive Type‐II Censored
    Samples,” <i>Journal of Mathematics</i>, vol. 2022, no. 1, 2022.
  mla: Babayi, Salman, et al. “Statistical Inference of Reliability Parameter for
    the Skew‐Normal Distribution under Progressive Type‐II Censored Samples.” <i>Journal
    of Mathematics</i>, vol. 2022, no. 1, Wiley, 2022, doi:<a href="https://doi.org/10.1155/2022/7173293">10.1155/2022/7173293</a>.
  short: S. Babayi, M. Seidpisheh, G. Gholami, Journal of Mathematics 2022 (2022).
date_created: 2025-04-23T14:46:03Z
date_updated: 2026-03-17T15:29:23Z
doi: 10.1155/2022/7173293
intvolume: '      2022'
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Journal of Mathematics
publication_identifier:
  eissn:
  - 2314-4785
  issn:
  - 2314-4629
publication_status: published
publisher: Wiley
status: public
title: Statistical Inference of Reliability Parameter for the Skew‐Normal Distribution
  under Progressive Type‐II Censored Samples
type: journal_article
user_id: '220548'
volume: 2022
year: '2022'
...