Using Provenance to Improve Workflow Design

被引:0
|
作者
de Oliveira, Frederico T. [1 ]
Murta, Leonardo [1 ]
Werner, Claudia [1 ]
Mattoso, Marta [1 ]
机构
[1] Univ Fed Rio de Janeiro, Dept Comp Sci, COPPE, BR-21941 Rio De Janeiro, Brazil
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
With the popularity of scientific workflow management systems (WfMS), workflow specifications are becoming available. Provenance support in WfMS can help reusing third party code. Browsing can be done through queries instead of ad-hoc search on the Web. Finding dependencies among programs or services through provenance queries, without tool support, is not a trivial task. Due to the huge number of program versions available and their configuration parameters, this task may be heavily error prone and counterproductive. In this work we propose a recommendation service that aims at suggesting frequent combinations of scientific programs for reuse. Our recommendation service is designed to work over WfMS that provide provenance on workflow specification and execution logs. We have based our service on software components reuse and data mining techniques, and implemented a prototype with Vistrails WfMS.
引用
收藏
页码:136 / 143
页数:8
相关论文
共 50 条
  • [1] Improving Workflow Design Using Abstract Provenance Graphs
    Song, Tianhong
    Dey, Saumen
    Bowers, Shawn
    Ludaescher, Bertram
    PROVENANCE AND ANNOTATION OF DATA AND PROCESSES (IPAW 2014), 2015, 8628 : 226 - 228
  • [2] The Provenance of Workflow Upgrades
    Koop, David
    Scheidegger, Carlos E.
    Freire, Juliana
    Silva, Claudio T.
    PROVENANCE AND ANNOTATION OF DATA AND PROCESSES, 2010, 6378 : 2 - +
  • [3] Bridging Workflow and Data Provenance Using Strong Links
    Koop, David
    Santos, Emanuele
    Bauer, Bela
    Troyer, Matthias
    Freire, Juliana
    Silva, Claudio T.
    SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, 2010, 6187 : 397 - +
  • [4] Trustworthy Provenance Framework for Document Workflow Provenance
    Rupasinghe, P. L.
    Weerasena, H. H.
    Murray, I.
    2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL TECHNIQUES IN INFORMATION AND COMMUNICATION TECHNOLOGIES (ICCTICT), 2016,
  • [5] Facilitating Asynchronous Collaboration in Scientific Workflow Composition Using Provenance
    Abediniala M.
    Roy B.
    Proc. ACM Hum. Comput. Interact., 2022, EICS
  • [6] Neuroimaging Data Provenance Using the LONI Pipeline Workflow Environment
    MacKenzie-Graham, Allan J.
    Payan, Arash
    Dinov, Ivo D.
    Van Horn, John D.
    Toga, Arthur W.
    PROVENANCE AND ANNOTATION OF DATA AND PROCESSES, 2008, 5272 : 208 - 220
  • [7] Provenance-based Workflow Diagnostics Using Program Specification
    Nakamura, Yuta
    Malik, Tanu
    Kanj, Iyad
    Gehani, Ashish
    2022 IEEE 29TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING, DATA, AND ANALYTICS, HIPC, 2022, : 292 - 301
  • [8] Storing and querying scientific workflow provenance metadata using an RDBMS
    Chebotko, Artem
    Fei, Xubo
    Lin, Cui
    Lu, Shiyong
    Fotouhi, Farshad
    E-SCIENCE 2007: THIRD IEEE INTERNATIONAL CONFERENCE ON E-SCIENCE AND GRID COMPUTING, PROCEEDINGS, 2007, : 611 - 618
  • [9] A survey of provenance in scientific workflow
    Lin, Songhai
    Xiao, Hong
    Jiang, Wenchao
    Li, Dafeng
    Liang, Jiaben
    Li, Zelin
    JOURNAL OF HIGH SPEED NETWORKS, 2023, 29 (02) : 129 - 145
  • [10] Automatic generation of workflow provenance
    Barga, Roger S.
    Digiampietri, Luciano A.
    PROVENANCE AND ANNOTATION OF DATA, 2006, 4145 : 1 - 9