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PhD Scholarships: Temporal Graph Mining for Anomaly Detection

2 months ago


Southport, Australia Griffith University Full time
Job Description

We are seeking a highly motivated PhD candidate to join our research team at Griffith University, working on a project funded by the Australian Research Council. The primary focus of this role is to design novel temporal graph mining techniques to compress large-scale networks, unify heterogeneous information, and enable label-efficient anomaly detection.

This project involves exploring anomalies in complex interconnections of large-scale, heterogeneous, and dynamic data, with applications in cyberbullying detection, malicious account detection, and cyber-attack detection. The successful candidate will be part of a multi-university team, collaborating with senior researchers and other doctoral students.

The research will be led by Professor Shirui Pan, involving multiple researchers with expertise in Graph & Network Analytics, Time Series/Streaming Data Analytics, Trustworthy AI, and Large Language Models. The successful candidate will be based at the Gold Coast campus.

Qualifications

To be successful in this role, you will have a strong background in dynamic graph data analytics and graph learning model design. You will also have evidence of a passion for understanding and detecting complex anomalies for AI system development, with a strong desire to undertake research in large-scale, heterogeneous, and temporal graph data learning.

Applicants must have completed, or expect to complete, a bachelors degree with honours equivalent to first class honours or a Masters degree (AQF Level 9) incorporating a significant research component of a standard comparable to a bachelor honours degree.

International applicants must meet the English Language Proficiency requirements for the program, which include a minimum overall band score of 6.5 on the IELTS (Academic) with no band score less than 6.0.

What We Offer

As a scholarship holder, you will study with a University that ranks among the top 2% worldwide and spans across campuses in South East Queensland. At Griffith University, we value diversity, inclusion, and flexibility, and we encourage Aboriginal and Torres Strait Islander, and people of all backgrounds to apply.

We offer a range of benefits, including a stipend of $33,480 (indexed) for a period of up to three years of full-time study, and a Griffith University International Postgraduate Research Scholarship to cover tuition fees for up to three years.

How to Apply

Interested applicants should first contact us to express their interest. Applicants who meet eligibility criteria will be required to undertake a selection interview before being considered for the scholarship.

The closing date for expressions of interest is: 5pm Friday 11 October 2024.