Large Scale Data Processing and Analytics

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World-leaders in developing efficient and effective processing and analysis techniques for large-scale data, especially graph/network data, geo-spatial data, streaming data and uncertain data.

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Competitive advantage

  • Large-scale graph/network data storage and indexing
  • Innovative, structure-based query processing over graph/network data
  • Expertise in social network analysis
  • Ability to query multi-dimensional data
  • Ability to process queries over moving objects
  • Experience with Computing Order Statistics over Data Streams
  • Highly skilled at processing probabilistic queries over uncertain data

Impact

  • More effective models to analyse large-scale data
  • More efficient and scalable processing techniques to process large-scale data

Successful applications

  • Spam and fraud detection in E-commerce networks (Alibaba Group)
  • Developing Large Scale Distributed Graph Processing Platform (Alibaba Group)
  • Anomaly detection in communication networks (HUAWEI)
  • Optimal Paths with Multi-sources and Traffic Flows in Road Networks (HUAWEI)
  • Taming Uncertainty of Distributed Data (Google)
  • Processing of large graphs (ARC Discovery Project 2014, 2015, 2017, 2018)
  • Multi-dimensional and spatial data processing (ARC Discovery Project 2012, 2015)

Capabilities and facilities

  • FIP - High-performance GPU accelerated large-scale data processing.

Our partners

  • Google
  • Alibaba Group
  • HUAWEI