Title :
ServiceMap: Providing Map and GPS Assistance to Service Composition in Bioinformatics
Author :
Tan, Wei ; Zhang, Jia ; Madduri, Ravi ; Foster, Ian ; De Roure, David ; Goble, Carole
Abstract :
The wide use of Web services and scientific workflows has enabled bioinformaticians to reuse experimental resources and streamline data processing. This paper presents a follow-up work of our network analysis on my Experiment, an online scientific workflow repository. The motivation comes from two common questions raised by bio-scientists: 1) Given the services that I plan to use, what are other services usually used together with them? and 2) Given two or more services I plan to use together, can I find an operation chain to connect them based on others´ past usage? Aiming to provide a system-level GPS-like support to answer the two questions, we present Service Map, a network model established to study the best practice of service use. Two approaches are proposed over the Service Map: association rule mining and relation-aware, cross workflow searching. Both approaches were validated using the real-life data obtained from the my Experiment repository.
Keywords :
Global Positioning System; Web services; bioinformatics; data mining; scientific information systems; workflow management software; GPS assistance; ServiceMap; Web services; association rule mining; bioinformatics; bioscientist; cross-workflow searching; map assistance; online scientific workflow repository; relation-aware searching; service composition; streamline data processing; Association rules; Bioinformatics; Computer science; Global Positioning System; Joining processes; Web services;
Conference_Titel :
Services Computing (SCC), 2011 IEEE International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4577-0863-3
Electronic_ISBN :
978-0-7695-4462-5
DOI :
10.1109/SCC.2011.122