Extracting causal graphs from an open provenance data model

被引:13
作者
Miles, Simon [1 ]
Groth, Paul [1 ]
Munroe, Steve [1 ]
Jiang, Sheng [1 ]
Assandri, Thibaut [1 ]
Moreau, Luc [1 ]
机构
[1] Univ Southampton, Sch Elect & Comp Sci, Southampton SO9 5NH, Hants, England
基金
英国工程与自然科学研究理事会;
关键词
provenance; causation; service-oriented architectures; e-Science;
D O I
10.1002/cpe.1236
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The open provenance architecture approach to the challenge was distinct in several regards. In particular, it allows different components of the challenge workflow to independently record documentation, and for the workflow to be executed in different environments, made possible by an open, well-defined data model and architecture. Another noticeable feature is that we distinguish between the data recorded about what has occurred, process documentation, and the provenance of a data item, which is all that caused the data item to be as it is. In this view, provenance is obtained as the result of a query over process documentation. This distinction allows us to tailor the system to best address the separate requirements of recording and querying documentation. Other notable features include the explicit recording of causal relationships between both events and data items, an interaction-based world model, intensional definition of data items in queries rather than relying on explicit naming mechanisms, and styling of documentation to support non-functional application requirements such as reducing storage costs or ensuring privacy of data. In this paper, we describe how each of these features aid us in answering the challenge's provenance queries. Copyright (C) 2007 John Wiley & Sons, Ltd.
引用
收藏
页码:577 / 586
页数:10
相关论文
共 18 条
[1]   Automatic capture and efficient storage of e-Science experiment provenance [J].
Barga, Roger S. ;
Digiampietri, Luciano A. .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2008, 20 (05) :419-429
[2]  
Boag S., 2007, XQUERY 1 0 XML QUERY
[3]   Tracking provenance in a virtual data grid [J].
Clifford, Ben ;
Foster, Ian ;
Voeckler, Jens-S. ;
Wilder, Michael ;
Zhao, Yong .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2008, 20 (05) :565-575
[4]   Automatic capture and reconstruction of computational provenance [J].
Frew, James ;
Metzger, Dominic ;
Slaughter, Peter .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2008, 20 (05) :485-496
[5]   A Semantic Web approach to the provenance challenge [J].
Golbeck, Jennifer ;
Hendler, James .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2008, 20 (05) :431-439
[6]  
GROTH P, 2005, P 14 IEEE INT S HIGH
[7]  
Groth P., 2006, ARCHITECTURE PROVENA
[8]  
GROTH P, 2007, ARCHITECTURE PROVENA
[9]  
Groth P., 2005, P UK E SCI ALL HANDS
[10]   Provenance in agent-mediated healthcare systems [J].
Kifor, Tamas ;
Varga, Laszlo Z. ;
Vazquez-Salceda, Javier ;
Alvarez, Sergio ;
Willmott, Steven ;
Miles, Simon ;
Moreau, Luc .
IEEE INTELLIGENT SYSTEMS, 2006, 21 (06) :38-46