Professor Shanika Karunasekera
- Distributed Computing (Intrusion detection, Anomaly detection, Distributed data mining, Data stream analysis)
- Mobile Computing (Routing protocols for mobile networks)
- P2P Networks (Decentralized aggregation protocols, Gossip-based aggregation)
- Sensor Networks (Enviromental Monitoring, Pollution monitoring)
- Social Network Analysis (Data stream analysis, Discussion and topic tracking on social media)
Shanika Karunasekera is a Professor in the School of Computing and Information Systems at Melbourne School of Engineering.
Shanika completed a BSc in Electronics and Telecommunication Engineering at the University of Moratuwa, Sri Lanka with a First Class Honours in 1990. She was the recipient of the UNESCO Gold Medal for the Best Engineering Undergraduate at the University in 1990. She completed a PhD in Electrical Engineering at the University of Cambridge, UK in 1994. From 1995 to 2002 she worked for Lucent Technologies, Bell Labs Innovation, USA where she was a Distinguished Member of Technical Staff.
Shanika joined the Melbourne School of Engineering in 2003. Her primary disciplines of focus in teaching and research are Software Engineering and Distributed Computing. Since 2007 she has been the Discipline Leader for Software Engineering at the Department of Computer Science and Software Engineering. During her time at the University she has won many teaching awards including a National Carrick Citation in 2007, and Kelvin Medal and Excellence in teaching award from the Melbourne School of Engineering in 2006.
Shanika has extensive research interests in distributed computing, network intrusion detection, sensor networks, social network analysis and mining, mobile computing, software engineering and STEM education and peer to peer computing. Shanika has published widely in high ranking journals and conferences in her research discipline. Shanika has also established research collaborations with many industries and government bodies.
- Ghafoori Z, Monazam Erfani S, Rajasegarar S, Bezdek J, Karunasekera S, Leckie C. Efficient Unsupervised Parameter Estimation for One-Class Support Vector Machines. IEEE Transactions on Neural Networks and Learning Systems. 2018. DOI: 10.1109/TNNLS.2017.2785792
- Mousavi SM, Harwood A, Karunasekera S, Maghrebi M. Enhancing the quality of geometries of interest (GOIs) extracted from GPS trajectory data using spatio-temporal data aggregation and outlier detection. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING. Dr Dietrich Steinkopff Verlag. 2018, Vol. 9, Issue 1. DOI: 10.1007/s12652-016-0426-8
- Bukhari I, Harwood A, Karunasekera S. Handling churn in similarity based clustering overlays using weighted benefit. Parallel and Distributed Computing, Applications and Technologies, PDCAT Proceedings. 2018, Vol. 2017-December. DOI: 10.1109/PDCAT.2017.00069
- Lim K, Chan J, Leckie C, Karunasekera S. Personalized trip recommendation for tourists based on user interests, points of interest visit durations and visit recency. KNOWLEDGE AND INFORMATION SYSTEMS. Springer London. 2018, Vol. 54, Issue 2. DOI: 10.1007/s10115-017-1056-y
- Jayasekara S, Karunasekera S, Harwood A. A Multi-stage Hierarchical Window Model with Application to Real-Time Graph Analysis. 2017 IEEE 37TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2017). IEEE Computer Society. 2017. Editors: Lee K, Liu L. DOI: 10.1109/ICDCS.2017.225
- Xie H, Karunasekera S, Kulik L, Tanin E, Zhang R, Kotagiri R. A Simulation Study of Emergency Vehicle Prioritization in Intelligent Transportation Systems. 2017 IEEE 85TH VEHICULAR TECHNOLOGY CONFERENCE (VTC SPRING). IEEE. 2017, Vol. 2017-June. DOI: 10.1109/VTCSpring.2017.8108282
- Lim KH, Karunasekera S, Harwood A. ClusTop: A Clustering-based Topic Modelling Algorithm for Twitter using Word Networks. 2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA). IEEE. 2017. Editors: Nie JY, Obradovic Z, Suzumura T, Ghosh R, Nambiar R, Wang C, Zang H, Baezayates R, Hu X, Kepner J, Cuzzocrea A, Tang J, Toyoda M.
- Karunaratne P, Karunasekera S, Harwood A. Distributed stream clustering using micro-clusters on Apache Storm. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING. Academic Press. 2017, Vol. 108. DOI: 10.1016/j.jpdc.2016.06.004
- Islam M, Karunasekera S, Buyya R. dSpark: Deadline-based Resource Allocation for Big Data Applications in Apache Spark. 13th Annual IEEE International Conference on e-Science (e-Science). IEEE. 2017. DOI: 10.1109/eScience.2017.21
- Liu X, Harwood A, Karunasekera S, Rubinstein B, Buyya R. E-Storm: Replication-based State Management in Distributed Stream Processing Systems. 2017 46TH INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING (ICPP). CRC Press. 2017. DOI: 10.1109/ICPP.2017.66
- Bin Khunayn E, Karunasekera S, Xie H, Kotagiri R. Exploiting Data Dependency to Mitigate Stragglers in Distributed Spatial Simulation. GIS: Proceedings of the ACM International Symposium on Advances in Geographic Information Systems. 2017, Vol. 2017-November. DOI: 10.1145/3139958.3140018
- Aldwyish A, Tanin E, Karunasekera S. Follow The Best: Crowdsourced Automated Travel Advice. 14th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MOBIQUITOUS). Association for Computing Machinery (ACM). 2017.
- Mousavi SM, Harwood A, Karunasekera S, Maghrebi M. Geometry of interest (GOI): spatio-temporal destination extraction and partitioning in GPS trajectory data. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING. Dr Dietrich Steinkopff Verlag. 2017, Vol. 8, Issue 3. DOI: 10.1007/s12652-016-0400-5
- Karunaratne P, Moshtaghi M, Karunasekera S, Harwood A, Cohn T. Modelling the working week for multi-step forecasting using Gaussian process regression. IJCAI International Joint Conference on Artificial Intelligence. AAAI Press. 2017.
- Karunaratne P, Moshtaghi M, Karunasekera S, Harwood A, Cohn T. Multi-step Prediction with Missing Smart Sensor Data using Multi-task Gaussian Processes. 2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA). IEEE. 2017. Editors: Nie JY, Obradovic Z, Suzumura T, Ghosh R, Nambiar R, Wang C, Zang H, Baezayates R, Hu X, Kepner J, Cuzzocrea A, Tang J, Toyoda M. DOI: 10.1109/BigData.2017.8258044
View a full list of publications on the University of Melbourne’s ‘Find An Expert’ profile