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Sullivan, Ana Moreira, Christa Schwanninger, and Jeff Gray (Eds.). ACM, 137--148."},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/2648511.2648557"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2012.09.005"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1145\/2491411.2491446"},{"key":"e_1_3_2_1_56_1","doi-asserted-by":"crossref","unstructured":"Norbert Siegmund Alexander Grebhahn Christian K\u00e4stner and Sven Apel. 2015. Performance-Influence Models for Highly Configurable Systems. In ESEC\/FSE'15.  Norbert Siegmund Alexander Grebhahn Christian K\u00e4stner and Sven Apel. 2015. Performance-Influence Models for Highly Configurable Systems. 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Dennis Westermann, Jens Happe, Rouven Krebs, and Roozbeh Farahbod. 2012. Automated Inference of Goal-Oriented Performance Prediction Functions. In IEEE\/ACM International Conference on Automated Software Engineering (ASE). ACM, 190--199."},{"key":"e_1_3_2_1_63_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2006.8"},{"key":"e_1_3_2_1_64_1","doi-asserted-by":"publisher","DOI":"10.1145\/2934466.2934469"},{"key":"e_1_3_2_1_65_1","doi-asserted-by":"publisher","DOI":"10.1109\/CSMR.2012.52"},{"key":"e_1_3_2_1_66_1","volume-title":"Software Product Line Engineering with the UML: Deriving Products","author":"Ziadi Tewfik","unstructured":"Tewfik Ziadi and Jean-Marc J\u00e9z\u00e9quel . 2006. Software Product Line Engineering with the UML: Deriving Products . In Software Product Lines, Timo K\u00e4k\u00f6l\u00e4 and Juan C. Due\u00f1as (Eds.). Springer , 557--588. Tewfik Ziadi and Jean-Marc J\u00e9z\u00e9quel. 2006. Software Product Line Engineering with the UML: Deriving Products. 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