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CIF21 DIBBs: An Infrastructure Supporting Collaborative Data Analytics Workflow Design and Management

CIF21 DIBBs: An Infrastructure Supporting Collaborative Data Analytics Workflow Design and Management
CIF21 DIBB:支持协作数据分析工作流程设计和管理的基础设施
批准号:
1443069
负责人:
Jia Zhang
金额:
$99.99万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-01-01 至 2018-12-31

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中文摘要
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英文摘要
The need for collaborative data analysis increases significantly when confronted with the challenges of big data. Although workflow tools offer a formal way to define, automate, and repeat multi-step computational procedures, designing complex data process workflow requires collaboration from multiple people with complementary expertise. Existing tools are not suitable to support collaborative design of comprehensive workflows. To address such a challenge, this project aims to design and develop a software infrastructure with the capability of supporting collaborative data-oriented workflow composition and management, adding a key component to existing NSF cyberinfrastructure that will support big data collaboration through the Internet. Reproducibility and scalability are two major targets. The project extends an existing open-source workflow tool, VisTrails, by adding system-level facilities to support human interaction and cooperation that are essential for an effective and efficient scientific collaboration.This project will produce five outcomes:1) A collaborative provenance data model equipped with a graph-level provenance querying formalism;2) A type-theoretic approach for addressing format transformations;3) Hypergraph theory-based algorithms for provenance management and mining;4) A software tool supporting (a)synchronous collaborative scientific workflow design, composition, reproduction, and visualization; and 5) Principles, methodologies, experiences, and lessons that support the development of a generically applicable collaborative scientific workflow composition tool.The resulting tools will explore the potential for using scientific workflows to accelerate scientific discoveries that require a collaborative effort on big data analytics. The design of the tools is targeted toward use cases in the civil engineering discipline, but has the potential to broadly impact other areas of science and engineering. Partnership with VisTrails enables usage and evaluation of the techniques in the VisTrails end user community.
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EAGER: Secure Workflow Provenance for Collaborative Data Analytics
  • 批准号:
    1747095
  • 项目类别:
    Standard Grant
  • 资助金额:
    $20.0万
  • 财政年份:
    2017
  • 负责人:
    Jia Zhang
  • 依托单位:
III:EAGER:Collaborative Research:A Collaborative Scientific Workflow Composition Tool Supporting Scientific Collaboration
  • 批准号:
    0959215
  • 项目类别:
    Standard Grant
  • 资助金额:
    $4.33万
  • 财政年份:
    2009
  • 负责人:
    Jia Zhang
  • 依托单位:
海外基金