Learning Recommendation System for Automated Service Composition

A. Jungmann, B. Kleinjohann, in: Proceedings of the 10th IEEE International Conference on Services Computing (SCC), IEEE Computer Society, 2013, pp. 97–104.

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Abstract
The as a Service paradigm reflects the fundamental idea of providing basic coherent functionality in terms of components that can be utilized on demand. These so-called services may also be interconnected in order to provide more complex functionality. Automation of this service composition process is indeed a formidable challenge. In our work, we are addressing this challenge by decomposing service composition into sequential decision making steps. Each step is supported by a recommendation mechanism. If composition requests recur over time and if evaluations of composition results are fed back, a proper recommendation strategy can evolve over time through learning from experience. In this paper, we describe our general idea of modeling this service composition and recommendation process as Markov Decision Process and of solving it by means of Reinforcement Learning. A case study serves as proof of concept.
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Proceedings Title
Proceedings of the 10th IEEE International Conference on Services Computing (SCC)
Page
97-104
Conference Location
27. Jun. - 2. Jul. 2013 IEEE Computer Society,
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Jungmann A, Kleinjohann B. Learning Recommendation System for Automated Service Composition. In: Proceedings of the 10th IEEE International Conference on Services Computing (SCC). IEEE Computer Society; 2013:97-104.
Jungmann, A., & Kleinjohann, B. (2013). Learning Recommendation System for Automated Service Composition. Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 97–104.
@inproceedings{Jungmann_Kleinjohann_2013, title={Learning Recommendation System for Automated Service Composition}, booktitle={Proceedings of the 10th IEEE International Conference on Services Computing (SCC)}, publisher={ IEEE Computer Society}, author={Jungmann, Alexander and Kleinjohann, Bernd}, year={2013}, pages={97–104} }
Jungmann, Alexander, and Bernd Kleinjohann. “Learning Recommendation System for Automated Service Composition.” In Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 97–104. IEEE Computer Society, 2013.
A. Jungmann and B. Kleinjohann, “Learning Recommendation System for Automated Service Composition,” in Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 27. Jun. - 2. Jul. 2013 IEEE Computer Society, , 2013, pp. 97–104.
Jungmann, Alexander, and Bernd Kleinjohann. “Learning Recommendation System for Automated Service Composition.” Proceedings of the 10th IEEE International Conference on Services Computing (SCC), IEEE Computer Society, 2013, pp. 97–104.

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