Publications

• M Hanai, N Tziritas, T Suzumura, W Cai, G Theodoropoulos, “Time-Efficient and High-Quality Graph Partitioning for Graph Dynamic Scaling”, arXiv preprint arXiv:2101.07026
• Stephen Bonner, Amir Atapour-Abarghouei, Phillip Jackson, John Brennan, Ibad Kureshi, Georgios Theodoropoulos, Andrew Stephen McGough, and Boguslaw Obara, “Temporal Neighbourhood Aggregation: Predicting Future Links in Temporal Graphs via Recurrent Variational Graph Convolutions”, IEEE International Conference on Big Data (IEEE BigData 2019), Deep Graph Learning: Methodologies and Applications Workshop (DGLMA),  Los Angeles, USA, Dec 9-12, 2019, DOI Bookmark: 10.1109/BigData47090.2019.9005545
• Masatoshi Hanai, Toyotaro Suzumura, Wen Jun Tan, Elvis Liu, Georgios Theodoropoulos, Wentong Cai, “Distributed Edge Partitioning for Trillion edge Graphs”, Proceedings of the VLDB Endowment, Vol 12, Volume 12, No. 13, September 2019,  pp. 2379 - 2392 DOI : 10.14778/3358701.3358706
• Stephen Bonner, Ibad Kureshi, John Brennan, Georgios Theodoropoulos, Andrew Stephen McGough, Boguslaw Obara “Exploring the Semantic Content of Unsupervised Graph Embeddings: An Empirical Study”, Data Science and Engineering, June 2019. Springer. DOI Bookmark: 10.1007/s41019-019-0097-5
• S. Bonner, J. Brennan, I. Kureshi, G. Theodoropoulos, S. McGough, and B. Obara,  “Temporal Graph Offset Reconstruction: Towards Temporally Robust Graph Representation Learning”, 2018 IEEE International Conference on Big Data (IEEE BigData 2018), Seattle, WA, USA, Dec 10-13, 2018.   DOI Bookmark: 10.1109/BigData.2018.8622636
• Stephen Bonner, John Brennan, Ibad Kureshi, Georgios Theodoropoulos, Boguslaw Obara, Stephen McGough “Evaluating the Quality of Graph Embeddings via Topological Feature Reconstruction”, Proceedings of the IEEE BigData 2017, Big Social Media Data Management and Analysis Session, Dec. 11-14, 2017, Boston, MA, USA. DOI Bookmark: 10.1109/BigData.2017.8258232
• Stephen Bonner, John Brennan, Georgios Theodoropoulos, Ibad Kureshi, Stephen McGough, “GFP-X: A Parallel Approach To Massive Graph Comparison Using Spark”, 3rd International Workshop on High Performance Big Graph Data Management, Analysis, and Mining (BigGraphs 2016), in conjunction with the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), December 5, 2016, Hyatt Regency Washington on Capitol Hill, Washington, D.C., USA. DOI Bookmark: 10.1109/BigData.2016.7840989
• Stephen Bonner, John Brennan, Georgios Theodoropoulos, Ibad Kureshi, Stephen McGough, “Deep Topology Classification: A New Approach for Massive Graph Classification”, 3rd International Workshop on High Performance Big Graph Data Management, Analysis, and Mining (BigGraphs 2016), in conjunction with the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), December 5, 2016, Hyatt Regency Washington on Capitol Hill, Washington, D.C., USA. DOI Bookmark: 10.1109/BigData.2016.7840988
• Stephen Bonner, John Brennan, Georgios Theodoropoulos, Stephen McGough and Ibad Kureshi, “Efficient Comparison of Massive Graphs Through the Use of Graph Fingerprints”, 12th International Workshop on Mining and Learning with Graphs, in conjunction with KDD'16, Aug 14, 2016 - San Francisco, CA