Discovery Projects - Grant ID: DP230101540

Funding Activity

Website
http://dataportal.arc.gov.au/NCGP/Web/Grant/Grant/DP230101540

Funding Status
Active

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Funded Activity Summary

Advanced Machine Learning with Bilevel Optimization. There is an urgent need to develop a new machine learning (ML) paradigm that can overcome data-privacy and model-size constraints in real-world applications. This project aims to develop an advanced paradigm of ML with bilevel optimisation, called bilevel ML. A theoretically-guaranteed fast approximate solver and a new fuzzy bilevel learning framework will be developed to achieve the aim in complex situations; a methodology to transfer knowledge and an approach to fast-adapt bilevel optimization solutions when required computing resources change. The anticipated outcomes should significantly improve the reliability of ML with benefits for safety learning and computing resource optimisation in ML-based data analytics.

Funded Activity Details

Start Date: 01-06-2023

End Date: 31-05-2026

Funding Scheme: Discovery Projects

Funding Amount: $480,000.00

Funder: Australian Research Council

Research Topics

ANZSRC Field of Research (FoR)

Data mining and knowledge discovery | Semi- and unsupervised learning | Fuzzy computation | Artificial intelligence |

ANZSRC Socio-Economic Objective (SEO)

Other Keywords

Artificial intelligence | Cybersecurity | Data mining and knowledge discovery | Fuzzy computation | Semi- and unsupervised learning

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