Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach

Poggemeier C, Hartung M, Cimiano P (2018)
In: Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016. Lecture Notes in Networks and Systems, 15. Springer International Publishing: 866-879.

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Abstract
Configuring complex products can be a challenge due to the huge number of configuration possibilities. In this paper, our goal is to foster the development of intelligent configuration assistants that can support customers in configuring complex products. We formalize the task as a machine learning problem and in particular as a learning-to-rank problem. Given pairwise preferences elicited from experts, we show that we can train a model using support vector machines that ranks possible products according to their relevance to a given set of requirements specified by a user.
Publishing Year
Conference
SAI Intelligent Systems Conference (IntelliSys) 2016
Location
London, UK
Conference Date
2016-09-21 – 2016-09-22
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Poggemeier C, Hartung M, Cimiano P. Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach. In: Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016. Lecture Notes in Networks and Systems. Vol 15. Springer International Publishing; 2018: 866-879.
Poggemeier, C., Hartung, M., & Cimiano, P. (2018). Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach. Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016, Lecture Notes in Networks and Systems, 15, 866-879. Springer International Publishing.
Poggemeier, C., Hartung, M., and Cimiano, P. (2018). “Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach” in Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016 Lecture Notes in Networks and Systems, vol. 15, (Springer International Publishing), 866-879.
Poggemeier, C., Hartung, M., & Cimiano, P., 2018. Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach. In Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016. Lecture Notes in Networks and Systems. no.15 Springer International Publishing, pp. 866-879.
C. Poggemeier, M. Hartung, and P. Cimiano, “Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach”, Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016, Lecture Notes in Networks and Systems, vol. 15, Springer International Publishing, 2018, pp.866-879.
Poggemeier, C., Hartung, M., Cimiano, P.: Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach. Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016. Lecture Notes in Networks and Systems. 15, p. 866-879. Springer International Publishing (2018).
Poggemeier, Carsten, Hartung, Matthias, and Cimiano, Philipp. “Providing Intelligent Assistance for Product Configuration in Manufacturing: A Learning-to-Rank Approach”. Proceedings of the SAI Intelligent Systems Conference (IntelliSys) 2016. Springer International Publishing, 2018.Vol. 15. Lecture Notes in Networks and Systems. 866-879.
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