Re-Using Workflow Fragments across Multiple Data Domains
Author(s) -
Ricky J. Sethi,
Hyunjoon Jo,
Yolanda Gil
Publication year - 2013
Publication title -
2012 sc companion: high performance computing, networking storage and analysis
Language(s) - English
Resource type - Conference proceedings
ISBN - 978-0-7695-4956-9
DOI - 10.1109/sc.companion.2012.24
Subject(s) - computing and processing , communication, networking and broadcast technologies , components, circuits, devices and systems
In this paper, we demonstrate the ability to re- use workflow fragments in different data domains: from text analytics to image anlysis to video activity recognition. We highlight how the re-use of workflows allows scientists to link across disciplines and avail themselves of the benefits of inter- disciplinary research beyond their normal area of expertise. In addition, we present an in-depth study of a Social Media Analysis (SMA) task, wherein we show how the re-use of workflow fragments can extend a pre-existing, rudimentary analysis; we also examine how workflow fragments save time and effort in SMA while bringing together multiple areas of machine learning and computer vision.
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