Dear all,
We're excited to announce an opportunity for a fully funded PhD position at the University of Queensland (UQ), Australia.
This position involves innovative research in developing a data-centric AI/ML framework tailored for advanced traffic prediction models.
This PhD project is part of the 'MINDMAP: Model INterpretation and Data-centric Modeling for Advanced traffic Prediction' initiative, funded by a collaborative doctoral supervision and research exchange program between UQ and the Technical University of Munich (TUM), Germany.
Official UQ advertisement: https://study.uq.edu.au/study-options/phd-mphil-professional-doctorate/projects/model-interpretation-and-data-centric-modeling-advanced-traffic-prediction-mindmap
Application Deadline: 28 March, 2024
This specific PhD project aims to develop a data-centric AI/ML framework for systematically engineering the data used in building traffic prediction models. The framework will address data-centric challenges that span the entire lifecycle of traffic prediction, encompassing (1) data quality and pre-processing (e.g., outlier detection, data cleaning, synthetic data augmentation, feature engineering, representation learning), (2) model development (e.g., an iterative process involving model training, error analysis, and data improvement), and (3) model deployment and refinement (e.g., data distribution shift, model retraining, active learning, continual learning).
The advisory team:
- Associate Professor Jiwon Kim (Principal Advisor), Transport Group, School of Civil Engineering, UQ
- Prof. Dr. Constantinos Antoniou, the Chair of Transportation Systems Engineering (TSE), TUM
- Prof. Dr. Stephan Günnemann, Data Analytics and Machine Learning (DAML) group, TUM
For more details and to apply, please visit the UQ advertisement page:
https://study.uq.edu.au/study-options/phd-mphil-professional-doctorate/projects/model-interpretation-and-data-centric-modeling-advanced-traffic-prediction-mindmap
Kind regards,
Jiwon
Jiwon Kim, PhD
Associate Professor | Transport Group
Director of Higher Degree Research
School of Civil Engineering | The University of Queensland
Brisbane St Lucia, QLD 4072, Australia
E: [log in to unmask] | W: https://researchers.uq.edu.au/researcher/10269
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