Efficient and Scalable Similarity Query Processing on Big Streaming Graphs
Efficient and Scalable Similarity Query Processing on Big Streaming Graphs
批准号:
DP210101393
负责人:
Prof Ying Zhang
金额:
$35.54万
依托单位国家:
澳大利亚
项目类别:
Discovery Projects
财政年份:
2021
资助国家:
澳大利亚
项目状态:
已结题
起止时间:
2021-01-01 至 2023-12-31
中文摘要
该项目旨在为大型流图开发高效和可扩展的相似度查询的新方法,大型流图是大型图,其中图节点和边可能以高速到达或过期。预计将解决三个关键挑战,包括高速、多种类和大量流图。预期成果包括新的理论、新的索引和查询处理技术、先进的分布式算法以及用于评估和展示实用价值的系统原型。这个项目的成功将为许多重要的应用带来显著的好处,比如电子商务、网络安全、健康、社交网络和生物信息学。
英文摘要
This project aims to develop novel approaches for efficient and scalable similarity queries on big streaming graphs which are large-scale graphs where graph nodes and edges may arrive or expire at high speed. Three key challenges are expected to be addressed including high speed, large variety, and big volume of streaming graphs. Expected outcomes include new theories, novel indexing and query processing techniques, and advanced distributed algorithms as well as a system prototype for evaluation and to demonstrate the practical value. Success in this project should see significant benefits for many important applications, such as e-commerce, cybersecurity, health, social networks, and bio-informatics.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Effective, efficient and scalable processing of the graph of graphs
-
批准号:LP210301046
-
项目类别:Linkage Projects
-
资助金额:$22.44万
-
财政年份:2023
-
负责人:Prof Ying Zhang
-
依托单位:
Effective, efficient and scalable processing of big geo-textual streams
-
批准号:FT170100128
-
项目类别:ARC Future Fellowships
-
资助金额:$57.13万
-
财政年份:2017
-
负责人:Prof Ying Zhang
-
依托单位:
Real-time query processing over multi-dimensional uncertain data streams
-
批准号:DE140100679
-
项目类别:Discovery Early Career Researcher Award
-
资助金额:$26.91万
-
财政年份:2014
-
负责人:Prof Ying Zhang
-
依托单位:
Efficient processing of distance-based spatial queries on multi-valued objects
-
批准号:DP110104880
-
项目类别:Discovery Projects
-
资助金额:$18.31万
-
财政年份:2011
-
负责人:Prof Ying Zhang
-
依托单位:
国内基金
海外基金
Scalable Learning and Optimization: High-dimensional Models and Online Decision-Making Strategies for Big Data Analysis
-
批准号:--
-
项目类别:合作创新研究团队
-
资助金额:--
-
批准年份:2024
-
负责人:姚韬
-
依托单位: