IIIA-CSIC-DC2: Automated Monitoring of Online Communities

Supervisors: Prof. Jesus Cerquides, Associate Prof. Jeffrey Chan and Dr. Azadeh Alavi.

Project 1: Graph Neural Networks for language

The overall aim of the research is to analyze the potential contributions of the network structure in the construction of language models. The project will investigate AI techniques to take advantage of the links between documents (for example reference between scientific articles, responses or citations between tweets) as an opportunity to build better text representations.

 

Project 2: Graph Neural Networks for material sciences

The overall aim of the research is to contribute to current research in applications of Graph Neural Networks in material sciences research. GNNs are expected to enable an accurate and interpretable prediction of the properties of materials. The idea of the work is to expand the research ideas in [Dai2021].
Dai, M., Demirel, M.F., Liang, Y. et al. Graph neural networks for an accurate and interpretable prediction of the properties of polycrystalline materials. npj Comput Mater 7, 103 (2021). https://doi.org/10.1038/s41524-021-00574-w

 

Project 3: Graph Neural Networks for biomedical image segmentation

The overall aim of the research is to contribute to biomedical image segmentation tasks through the use of Graph Neural Networks. The idea of the work is to apply the research ideas developed in [Alon2022] for another biomedical image segmentation tasks. Specifical examples will be oocytes and embryos from mammals.
Alon, Yoav & Zhou, Huiyu. (2022). Neuroplastic graph attention networks for nuclei segmentation in histopathology images.

Reference

IIIA-CSIC-DC2

Research Areas

Artificial intelligence, Data Science

Research Host

Research Institute for Artificial Intelligence (IIIA-CSIC)

PhD awarding institution/s

Autonomous University of Barcelona (UAB), Spain and RMIT  University, Australia

Location

Spain

Status

Open Position

RMIT University

Other Positions

Supervisors

Dr. Malte Wagenfeld and Prof. Regina Bernhaupt

PhD awarding institution/s

Eindhoven University of Technology (TU/e), Netherlands and RMIT University, Australia

Location

Netherlands

Status

Open Position

Supervisors

Dr. Carmen Mendoza Arroyo, Prof. Esther Charlesworth and Dr. Apen Ruiz Martinez (Project 1)

PhD awarding institution/s

Universitat Internacional de Catalunya (UIC) and RMIT University

Location

Spain

Status

Open Position

Supervisors

Prof. Jesus Cerquides and Associate Prof. Jeffrey Chan and Dr. Azadeh Alavi.

PhD awarding institution/s

Autonomous University of Barcelona (UAB), Spain and RMIT  University, Australia

Location

Spain

Status

Open Position

RMIT and many of the REDI partners are HSR4R certified
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This project has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 101034328.

Results reflect the author’s view only. The European Commission is not responsible for any use that may be made of the information it contains

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