My primary area of research is preserving the privacy of individuals through different techniques including distributed machine learning, differential privacy, and federated learning. I am also interested and working in the area of privacy-preserving record linkage (PPRL) especially in developing different privacy attacks on PPRL techniques.
I am a Research Fellow in the Software Innovation Institute at the Australian National University. My current research project focuses on exploring means of achieving privacy through extremely distributed machine learning. I am working under the supervision of Prof. Graham Williams.
Prior to joining ANU, I received my Bachelor’s degree in Information and Communication Technology (Honours) from the University of Colombo School of Computing, Sri Lanka in 2016.
Apart from research, I am also a passionate photographer studying photography as a hobby. I enjoy travelling and taking photographs of landscapes, cityscapes, woodlands, and wildlife.
My current research work lie in the following specific areas:
- Data privacy and security
- Distributed machine learning
- Federated learning
- Privacy-preserving record linkage (PPRL)
- Cryptanalysis attacks on PPRL
- Differential privacy
Activities & Awards#
For a full list of research publications, see my Google Scholar Profile.
Australia–Germany joint research cooperation scheme fund
German academic exchange service (DAAD), 2021 and 2022. Co-investigator with Peter Christen, Thilina Ranbaduge, Rainer Schnell, and Sarah Redlich.
SIGIR student travel grant
Conference on Information and Knowledge Management (CIKM), 2020.
he Visualise Your Thesis (VYT) competition, 2020. University level finals, The Australian National University, Canberra. The presentation can be viewed from here
3MT People’s Choice Award and College Level Winner
Three Minute Thesis (3MT) competition, 2019. The Australian National University, Canberra. The presentation can be viewed from here
Professor V. K. Samaranayake Medal for the Most Outstanding Graduate of
Univeristy of Colombo School of Computing (UCSC), Sri Lanka, 2015.
Best Final Year Project
4th year undergraduate research project (group) Univeristy of Colombo School of Computing (UCSC), Sri Lanka, 2015.