PROJECT SUMMARY

People on bus using mobile phones

Adaptive, Multi-Factor Balanced, Regulatory Compliant Routing ADM Systems

Focus Area: Transport and Mobilities
Research Program: Machines
Status: Active

This project develops new approaches to combine fairness, transparency and safety guarantees for ADM systems, such as machine learning based systems. We focus on resource allocation problems where there is a high level of uncertainty about the demand for resources, such as in the response to natural disasters or cyber security incidents.

In particular, we consider the problem of how criminal and malicious agents can manipulate such decision-making problems for their own advantage, and what measures can be taken to detect this manipulation.

PUBLICATIONS

Exploiting patterns to explain individual predictions”. Knowledge and Information Systems, 2020

Leckie, C., et al.

Journal article

Unsupervised online change point detection in high-dimensional time series, 2020

Salim, F., Leckie, C., et al.

Journal article

Propagation2Vec: Embedding partial propagation networks for explainable fake news early detection, 2021

Leckie, C., et al.

Journal article

Discovery of contrast corridors from trajectory data in heterogeneous dynamic cellular networks, 2020

Erfani, S., Leckie, C., et al.

Conference paper

Improving Single and Multi-View Blockmodelling by Algebraic Simplification, 2020

Leckie, C., Chan, J., et al.

Conference paper

METEOR: Learning Memory and Time Efficient Representations from Multi-modal Data Streams, 2020

Leckie, C., et al.

Conference paper

Embracing Domain Differences in Fake News: Cross-domain Fake News Detection using Multi-modal Data, 2021

Leckie, C., et al.

Conference paper

RESEARCHERS

ADM+S Chief Investigator Christopher Leckie

Prof Christopher Leckie

Lead Investigator,
University of Melbourne

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ADM+S Investigator Flora Salim

Prof Flora Salim

Chief Investigator,
UNSW

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ADM+S Chief Investigator Mark Sanderson

Prof Mark Sanderson

Chief Investigator,
RMIT University

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Jeffrey Chan

Dr Jeffrey Chan

Associate Investigator,
RMIT University

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ADM+S Investigator Sarah Erfani

Dr Sarah Erfani

Associate Investigator,
University of Melbourne

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