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III: Small: A User-centric Architecture for Ad-hoc Analytical Processing

III: Small: A User-centric Architecture for Ad-hoc Analytical Processing
III:小型:用于即席分析处理的以用户为中心的架构
批准号:
1422977
负责人:
Arnab Nandi
金额:
$50.0万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-09-01 至 2018-08-31

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中文摘要
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英文摘要
Given the growing demand for interactive data exploration using cloud-based infrastructure, the PIs propose a user-centric architecture designed specifically for cost-effective, ad-hoc, real-time analytical processing. The proposed architecture will use answer approximation techniques and distributed in-memory query evaluation to offer a fluid data interaction experience to the end user. The user-centric interaction paradigm has the potential to revolutionize future data processing platforms, and rapidly accelerate data-driven discovery and decision making in areas such as business management, bioinformatics, astronomy, finance, and more.The PIs propose a novel interactive faceted exploration paradigm for analyzing multi-dimensional data cubes. By tightly integrating faceted exploration of data cubes within a distributed, main-memory interactive query engine, this project investigates three complementary avenues: cube exploration models geared towards interaction, query evaluation strategies for interactive main-memory online analytical processing (OLAP), and distributed architectures for parallel analysis that trade accuracy to meet user-defined response time constraints. The PIs will investigate a unique combination of techniques such as speculative execution, shared scans and sampling to serve user-centric aspects of OLAP workloads. The simultaneous design of faceted exploration models and underlying database engine primitives allows data exploration tasks to be performed in an intuitive and interactive manner, while leveraging modern hardware features for performance. By focusing on the user, this project will rethink aspects of database architectures for interactively exploring large datasets.For further information, see the project web site at: http://go.osu.edu/userolap
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