课题基金 / 基金详情

Autonomous learning for decision making in complex situations

Autonomous learning for decision making in complex situations
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批准号:
FL190100149
负责人:
Prof Jie Lu
金额:
$234.54万
依托单位国家:
澳大利亚
项目类别:
Australian Laureate Fellowships
财政年份:
2020
资助国家:
澳大利亚
项目状态:
已结题
起止时间:
2020-01-01 至 2024-12-31

项目摘要

项目成果

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中文摘要
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英文摘要
The project aims to create a novel research direction – autonomous machine learning for data-driven decision-making – that innovatively and effectively learns from big data to support decision-making in complex (massive, uncertain, dynamic) situations. A set of new theories, methodologies and algorithms will give artificial intelligence the ability to learn autonomously from data to enable machine learning capability to effectively handle tremendous uncertainties in data, learning processes and decision outputs, particularly enabling smart learning in massive domains, massive streams, and massive-agent sequentially changing environments. The project’s outcomes are expected to improve data-driven decision-making in multiple industry sectors.
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Transfer Learning for Genome Analysis and Personalised Recommendation
  • 批准号:
    LP210100414
  • 项目类别:
    Linkage Projects
  • 资助金额:
    $49.34万
  • 财政年份:
    2021
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    Prof Jie Lu
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Sequential decision-making in dynamic and uncertain environments
  • 批准号:
    DP200100700
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $33.7万
  • 财政年份:
    2020
  • 负责人:
    Prof Jie Lu
  • 依托单位:
Concept Drift Detection and Reaction for Data-driven Decision Making
  • 批准号:
    DP150101645
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $21.23万
  • 财政年份:
    2015
  • 负责人:
    Prof Jie Lu
  • 依托单位:
Fuzzy Transfer Learning for Prediction in Data-Shortage and Rapidly-Changing Environments
  • 批准号:
    DP140101366
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $27.55万
  • 财政年份:
    2014
  • 负责人:
    Prof Jie Lu
  • 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
Understanding structural evolution of galaxies with machine learning
  • 批准号:
  • 项目类别:
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  • 资助金额:
    10.0万元
  • 批准年份:
    2022
  • 负责人:
    Nicola Rosario Napolitano
  • 依托单位:
煤矿安全人机混合群智感知任务的约束动态多目标Q-learning进化分配
  • 批准号:
    --
  • 项目类别:
    青年科学基金项目
  • 资助金额:
    30万元
  • 批准年份:
    2022
  • 负责人:
    吉建娇
  • 依托单位:
基于领弹失效考量的智能弹药编队短时在线Q-learning协同控制机理
  • 批准号:
    62003314
  • 项目类别:
    青年科学基金项目
  • 资助金额:
    24.0万元
  • 批准年份:
    2020
  • 负责人:
    沈剑
  • 依托单位: