[{"user_id":"220548","language":[{"iso":"eng"}],"publication_identifier":{"eisbn":["978-3-032-21981-7"],"isbn":["978-3-032-21980-0"]},"date_updated":"2026-09-08T08:49:50Z","publication":"Integrated Systems: AI-Augmented Engineering","status":"public","publication_status":"published","page":"46-56","date_created":"2026-09-07T17:05:30Z","editor":[{"full_name":"Alam, Mohammad-Reza","first_name":"Mohammad-Reza","last_name":"Alam"},{"full_name":"Fathi, Madjid","last_name":"Fathi","first_name":"Madjid"},{"first_name":"Alim","last_name":"Pulatov","full_name":"Pulatov, Alim"}],"author":[{"full_name":"Berlik, Stefan","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226069311","last_name":"Berlik","orcid":"0009-0007-3242-4501","first_name":"Stefan","id":"237529"},{"id":"258037","full_name":"Seidpisheh, Mohammad","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226069314","last_name":"Seidpisheh","orcid":"0000-0002-2976-9206","first_name":"Mohammad"}],"citation":{"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>","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} }","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>.","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","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.","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>.","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>"},"_id":"7145","doi":"10.1007/978-3-032-21981-7_4","type":"conference","publisher":"Springer Nature Switzerland","year":"2026","place":"Cham","title":"Multi-stage Knowledge Graph-Augmented LLMs for Reliable Product Configuration","conference":{"start_date":"2025-05-13","name":"9th International Conference on Integrated Systems Design and Technology (ISDT 2025)","location":"Tashkent, Usbekistan","end_date":"2025-05-15"}},{"conference":{"start_date":"2025-09-09","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)"},"title":"A Unified Framework for Intelligent Product Configuration Using Knowledge Graphs and Bayesian Networks","oa":"1","year":"2026","place":"Cham","series_title":"Lecture Notes in Mechanical Engineering","publisher":"Springer Nature Switzerland","type":"conference","doi":"10.1007/978-3-032-16889-4_13","_id":"7144","citation":{"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>","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>.","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","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.","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} }","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>"},"main_file_link":[{"open_access":"1"}],"editor":[{"full_name":"Manns, Martin","last_name":"Manns","first_name":"Martin"}],"author":[{"id":"237529","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0007-3242-4501/work/226068666","full_name":"Berlik, Stefan","first_name":"Stefan","last_name":"Berlik","orcid":"0009-0007-3242-4501"},{"id":"258037","full_name":"Seidpisheh, Mohammad","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/226068667","last_name":"Seidpisheh","orcid":"0000-0002-2976-9206","first_name":"Mohammad"}],"publication_status":"published","page":"131-141","date_created":"2026-09-07T17:05:29Z","date_updated":"2026-09-08T08:45:48Z","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","status":"public","abstract":[{"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.                ","lang":"eng"}],"language":[{"iso":"eng"}],"publication_identifier":{"eisbn":["978-3-032-16889-4"],"isbn":["978-3-032-16888-7"],"issn":["2195-4356"],"eissn":["2195-4364"]},"user_id":"220548"},{"date_updated":"2026-03-17T15:29:23Z","publication":"Fluctuation and Noise Letters","status":"public","publication_status":"published","date_created":"2025-04-23T14:46:00Z","user_id":"220548","language":[{"iso":"eng"}],"publication_identifier":{"issn":["0219-4775"],"eissn":["1793-6780"]},"intvolume":"        21","_id":"5893","citation":{"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>","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} }","short":"M. Seidpisheh, S. Babayi, A. Mohammadpour, Fluctuation and Noise Letters 21 (2022).","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>.","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","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>.","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>"},"author":[{"id":"258037","first_name":"Mohammad","last_name":"Seidpisheh","orcid":"0000-0002-2976-9206","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/182853005","full_name":"Seidpisheh, Mohammad"},{"full_name":"Babayi, Salman","first_name":"Salman","last_name":"Babayi"},{"full_name":"Mohammadpour, Adel","last_name":"Mohammadpour","first_name":"Adel"}],"year":"2022","volume":21,"issue":"06","type":"journal_article","doi":"10.1142/S0219477522500584","publisher":"World Scientific Pub Co Pte Ltd","title":"Feature Clustering of Noisy Data and Application in the Currency Market"},{"_id":"5895","intvolume":"      2022","citation":{"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>","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>.","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} }","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>","short":"S. Babayi, M. Seidpisheh, G. Gholami, Journal of Mathematics 2022 (2022).","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","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>."},"main_file_link":[{"open_access":"1"}],"author":[{"full_name":"Babayi, Salman","last_name":"Babayi","first_name":"Salman"},{"id":"258037","last_name":"Seidpisheh","orcid":"0000-0002-2976-9206","first_name":"Mohammad","full_name":"Seidpisheh, Mohammad","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-2976-9206/work/182853327"},{"full_name":"Gholami, Gholamhossein","last_name":"Gholami","first_name":"Gholamhossein"}],"publication_status":"published","date_created":"2025-04-23T14:46:03Z","date_updated":"2026-03-17T15:29:23Z","publication":"Journal of Mathematics","status":"public","language":[{"iso":"eng"}],"publication_identifier":{"eissn":["2314-4785"],"issn":["2314-4629"]},"user_id":"220548","title":"Statistical Inference of Reliability Parameter for the Skew‐Normal Distribution under Progressive Type‐II Censored Samples","oa":"1","year":"2022","publisher":"Wiley","volume":2022,"type":"journal_article","issue":"1","doi":"10.1155/2022/7173293"}]