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Efficient and effective methods for classifying massive time series data

Efficient and effective methods for classifying massive time series data
海量时间序列数据高效有效的分类方法
批准号:
DP240100048
负责人:
Prof Geoffrey Webb
金额:
$35.97万
依托单位:
依托单位国家:
澳大利亚
项目类别:
Discovery Projects
财政年份:
2024
资助国家:
澳大利亚
项目状态:
未结题
起止时间:
2024-01-01 至 2026-12-31

项目摘要

项目成果

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中文摘要
翻译
该项目旨在改变时间序列分类的理论和实践。目前的技术水平无法处理描述人类面临的许多关键问题(如疾病传播和气候变化)的大量时间序列。该项目旨在开发能够在全球范围内分析动态过程的方法,在给定的计算预算内提供最准确的分类器。该项目的预期成果包括高效、有效和广泛适用的时间序列分类技术。这将为众多部门带来巨大的好处,改变时间序列问题的数据科学,并支持工业,商业和政府的创新。
英文摘要
This project aims to transform the theory and practice of time series classification. The current state of the art cannot handle the massive numbers of time series that describe many critical problems facing humanity, such as disease transmission and climate change. This project seeks to develop methods that can analyse dynamic processes at global scale, delivering the most accurate classifiers feasible within a given computational budget. Expected outcomes of this project include efficient, effective and broadly applicable time series classification technologies. This should provide significant benefits to myriad sectors, transforming data science for time series problems and supporting innovation in industry, commerce and government.
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Time Series Classification for Complex Dynamic Global Problems
  • 批准号:
    DP210100072
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $28.69万
  • 财政年份:
    2021
  • 负责人:
    Prof Geoffrey Webb
  • 依托单位:
Target-agnostic analytics: building agile predictive models for big data
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    DP190100017
  • 项目类别:
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  • 资助金额:
    $22.12万
  • 财政年份:
    2019
  • 负责人:
    Prof Geoffrey Webb
  • 依托单位:
Combining generative and discriminative strategies to facilitate efficient and effective learning from big data
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    DP140100087
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $66.92万
  • 财政年份:
    2014
  • 负责人:
    Prof Geoffrey Webb
  • 依托单位:
Knowledge discovery from data in the context of prior beliefs
  • 批准号:
    DP120100553
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $25.83万
  • 财政年份:
    2012
  • 负责人:
    Prof Geoffrey Webb
  • 依托单位:
国内基金
海外基金
多跳无线 MESH 网络中 QoS 保障算法的研究设计和性能分析