@inproceedings{ca19652f09334e6a9e545ba7a0f8da22,
title = "Personalized quality centric service recommendation",
abstract = "The broad application of service-oriented architecture (SOA) has fueled the rapid growth of web and cloud services and service-based systems (SBSs). Tremendous web and cloud services have been deployed all over the world. Finding the right services becomes difficult and critical. Thus, service recommendation has become of paramount research and practical importance. Existing web service recommendation approaches employ utility functions or skyline techniques. However, those approaches have not addressed a critical and fundamental problem: how to recommend services according to a system engineer{\textquoteright}s quality constraints, e.g., response time, failure rate, etc. To address this issue, we first propose two basic personalized quality centric approaches for service recommendation, which employ the k-nearest neighbors and the dynamic skyline techniques respectively. To overcome the respective limitations of the two basic approaches, we propose two hybrid approaches, namely KNN-DSL and DSL-KNN. Extensive experiments are conducted on a real-world dataset to demonstrate the effectiveness and efficiency of our approaches.",
keywords = "Dynamic skyline, KNN, QoS, Service recommendation",
author = "Yiwen Zhang and Xiaofei Ai and Qiang He and Xuyun Zhang and Wanchun Dou and Feifei Chen and Liang Chen and Yun Yang",
year = "2017",
month = jan,
day = "1",
doi = "10.1007/978-3-319-69035-3_39",
language = "English",
isbn = "9783319690346",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer, Springer Nature",
pages = "528--544",
editor = "Michael Maximilien and Antonio Vallecillo and Jianmin Wang and Marc Oriol",
booktitle = "Service-Oriented Computing",
address = "United States",
note = "15th International Conference on Service-Oriented Computing, ICSOC 2017 ; Conference date: 13-11-2017 Through 16-11-2017",
}