Research Interests
Artificial IntelligenceProf Ryszard Kowalczyk
SmartSat Chair of Artificial Intelligence
School of Computer Science and Information Technology
College of Engineering and Information Technology
Eligible to supervise Masters and PhD - email supervisor to discuss availability.
Professor Ryszard Kowalczyk is SmartSat CRC Chair in Artificial Intelligence at University of South Australia in Adelaide, Australia. He was Director of Swinburne Key Lab for Intelligent Software Systems and Head of Distributed AI Systems Research Group, and the former inaugural Wipro Chair of Artificial Intelligence at Swinburne University of Technology in Melbourne, Australia. Prior to this, he led AI research at CSIRO and a number of corporate Research & Development centres in Australia and overseas.
Professor Kowalczyk’s research interests include distributed artificial intelligence, autonomous software agents and collective intelligence for automated and optimised decision-making, and their applications in digital eco-systems of interacting systems, people and things, i.e. cyber-physical-social eco-systems. It involves automated reasoning, negotiation, learning, adaptation and self-organisation in autonomous multi-agent systems, enabling smart infrastructure, smart cities, smart exchanges and industry 4.0. His current research is focused on AI for onboard and distributed space systems autonomy and resilience.
Professor Kowalczyk has co-authored 4 patents, published more than 250 scientific articles, and provided expert policy advice to government bodies in Australia and overseas. He has been awarded more than 40 Research & Development projects funded by competitive grants and industry in excess of $38 million, delivering significant research and commercial benefits. His current and past industry collaborators include Wipro, DST Group, Zimbani, CGREI, Suncorp, AARNet, Siemens, Telstra, Vastpark, Canon, IBM, Australian Navy, SAP and DaimlerChrysler.
He received PhD in Computer Science (Artificial Intelligence) from Silesian University of Technology, Poland and holds a lifetime title of State Professor awarded by the President of Poland.
| Date | Position | Institution name |
|---|---|---|
| 2022 - ongoing | SmartSat CRC Professorial Chair in AI | University of South Australia |
| 2018 - 2020 | Wipro Chair of Artificial Intelligence | Swinburne University of Technology |
| 2003 - 2022 | Professor of Intelligent Systems | Swinburne University of Technology |
| 1997 - 2003 | Principal Research Scientist | CSIRO Scientific Computing |
| 1992 - 1996 | Senior Research Scientist | Rio Tinto (Australia) |
| Date | Institution name | Country | Title |
|---|---|---|---|
| 1987 - 1990 | Silesian University of Technology | Poland | PhD |
| Year | Citation |
|---|---|
| 2026 | Jabbarpour, M. R., Vo, B. Q., El Dalahmeh, G., Tahir, H., Kowalczyk, R., Bessell, T., & Barr, J. (2026). Agent-based approaches for distributed space systems and mission management: Methodologies, current practices and challenges. Acta Astronautica, 238, 237-257. |
| 2025 | Tahir, H., Jabbarpour, M. R., Vo, B. Q., Kowalczyk, R., Barr, J., & Bessell, T. (2025). Towards Explainable AI in Spacecraft Health Monitoring: Comparative Benchmarking of Anomaly Detection Models and Open-Source Datasets. IEEE Access, 13, 209368-209398. |
| 2025 | A Hady, M., Hu, S., Pratama, M., Cao, Z., & Kowalczyk, R. (2025). Multi-agent reinforcement learning for resources allocation optimization: a survey. Artificial Intelligence Review: an international science and engineering journal, 58(354), 1-49. Scopus2 WoS1 |
| 2025 | Chen, B., Cao, Z., Mayer, W., Stumptner, M., & Kowalczyk, R. (2025). HCPI-HRL: Human Causal Perception and Inference-driven Hierarchical Reinforcement Learning. Neural Networks, 187, 13 pages. Scopus2 WoS2 |
| 2025 | Ma'sum, M. A., Pratama, M., Lughofer, E., Liu, L., Habibullah., & Kowalczyk, R. (2025). Few-shot continual learning via flat-to-wide approaches. IEEE Transactions on Neural Networks and Learning Systems, 36(5), 8966-8978. Scopus1 WoS3 Europe PMC1 |
| 2024 | Paeedeh, N., Pratama, M., Masum, M. A., Mayer, W., Cao, Z., & Kowalczyk, R. (2024). Cross-domain few-shot learning via adaptive transformer networks. Knowledge-based Systems, 288(111458), 1-9. Scopus17 WoS16 |
| 2024 | Paeedeh, N., Pratama, M., Wibirama, S., Mayer, W., Cao, Z., & Kowalczyk, R. (2024). Few-shot class incremental learning via robust transformer approach. Information Sciences, 675(120751), 1-21. Scopus2 |
| 2024 | Ma'sum, M. A., Sarkar, M. D. R., Pratama, M., Ramasamy, S., Anavatti, S., Liu, L., . . . Kowalczyk, R. (2024). Dynamic long-term time-series forecasting via meta transformer networks. IEEE Transactions on Artificial Intelligence, 5(8), 4258-4581. Scopus1 |
| 2024 | Masum, M. A., Pratama, M., Ramasamy, S., Liu, L., & Habibullah, H. (2024). Unsupervised few-shot continual learning for remote sensing image scene classification. IEEE Transactions on Geoscience and Remote Sensing, 62(4707214), 1-14. Scopus3 WoS2 |
| 2024 | Nguyen, D. A., Li, M., Lambert, G., Kowalczyk, R., McDonald, R., & Vo, Q. B. (2024). Efficient machine reading comprehension for health care applications: algorithm development and validation of a context extraction approach. JMIR Formative Research, 8, 1-14. Scopus1 |
| 2023 | Chhetri, M. B., Forkan, A. R. M., Vo, Q. B., Nepal, S., & Kowalczyk, R. (2023). Towards proactive risk-aware cloud cost optimization leveraging transient resources. IEEE Transactions On Services Computing, 16(4), 3014-3026. Scopus1 WoS1 |
| 2022 | Mansour, K., Al Lahham, Y., Tawil, S., Kowalczyk, R., & Al Qerem, A. (2022). An effective negotiation strategy for quantitative and qualitative issues in multi-agent systems. Electronics, 11(17, article no. 2754), 1-16. Scopus7 WoS6 |
| 2022 | Li, Q., Li, M., Vo, B. Q., & Kowalczyk, R. (2022). An efficient algorithm for task allocation with the budget constraint. Expert Systems with Applications, 210(118279), 1-13. Scopus19 WoS15 |
| 2021 | Chhetri, M. B., Forkan, A. R. M., Vo, Q. B., Nepal, S., & Kowalczyk, R. (2021). Exploiting heterogeneity for opportunistic resource scaling in cloud-hosted applications. IEEE Transactions on Services Computing, 14(6), 1739-1750. Scopus5 |
| 2021 | Ramchand, K., Baruwal Chhetri, M., & Kowalczyk, R. (2021). Enterprise adoption of cloud computing with application portfolio profiling and application portfolio assessment. Journal of Cloud Computing, 10(1, article no. 1), 1-18. Scopus26 |
| 2021 | Khaw, Y. N., Kowalczyk, R., Vo, Q. B., Abd Rahim, N., & Che, H. S. (2021). Transition-state replicator dynamics. Expert Systems with Applications, 182(115254), 1-12. Scopus2 |
| 2020 | Morsali, R., Thirunavukkarasu, G. S., Seyedmahmoudian, M., Stojcevski, A., & Kowalczyk, R. (2020). A relaxed constrained decentralised demand side management system of a community-based residential microgrid with realistic appliance models. Applied Energy, 277(115626), 1-14. Scopus33 |
| 2019 | Nepal, S., Chhetri, M. B., Ranjan, R., & Kowalczyk, R. (2019). A note on quality of service issues in smart cities. Journal of Parallel and Distributed Computing, 127, 116-117. Scopus1 |
| 2019 | Ghorbani, S., Unland, R., Shokouhandeh, H., & Kowalczyk, R. (2019). An innovative stochastic multi-agent-based energy management approach for microgrids considering uncertainties. Inventions, 4(3, article no. 37), 1-20. Scopus18 |
| 2018 | Morsali, R., & Kowalczyk, R. (2018). Demand response based day-ahead scheduling and battery sizing in microgrid management in rural areas. IET Renewable Power Generation, 12(14), 1651-1658. Scopus33 |
| 2017 | Chichin, S., Vo, Q. B., & Kowalczyk, R. (2017). Towards efficient and truthful market mechanisms for double-sided cloud markets. IEEE Transactions on Services Computing, 10(1, article no. 7523413), 37-51. Scopus28 |
| 2017 | Damiani, E., Kowalczyk, R., & Parr, G. (2017). Extending the outreach: from smart cities to connected communities. ACM Transactions On Internet Technology, 18(1, article no. 1), 1-7. Scopus7 |
| 2016 | Chhetri, M. B., Chichin, S., Vo, Q. B., & Kowalczyk, R. (2016). Smart CloudBench-a framework for evaluating cloud infrastructure performance. Information Systems Frontiers, 18(3), 413-428. Scopus17 |
| 2015 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2015). AutoSLAM - a policy-based framework for automated SLA establishment in cloud environments. Concurrency and Computation: Practice and Experience, 27(9), 2413-2442. Scopus13 |
| 2015 | Mansour, K., & Kowalczyk, R. (2015). Coordinating the bidding strategy in multiissue multiobject negotiation with single and multiple providers. IEEE Transactions on Cybernetics, 45(10), 2261-2272. Scopus10 |
| 2015 | Mansour, K., & Kowalczyk, R. (2015). An approach to one-to-many concurrent negotiation. Group Decision and Negotiation, 24(1), 45-66. Scopus17 |
| 2015 | Li, M., Vo, Q. B., & Kowalczyk, R. (2015). Aggregating multi-valued CP-nets: a CSP-based approach. Journal of Heuristics, 21(1), 107-140. Scopus13 |
| 2015 | Nassiri Mofakham, F., Ali Nematbakhsh, M., Baraani Dastjerdi, A., Ghasem Aghaee, N., & Kowalczyk, R. (2015). Bidding strategy for agents in multi-attribute combinatorial double auction. Expert Systems with Applications, 42(6), 3268-3295. Scopus26 |
| 2014 | Kowalczyk, R., & Nguyen, N. T. (2014). Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 8780 LNCS, V-VI. |
| 2014 | Mansour, K., & Kowalczyk, R. (2014). On dynamic negotiation strategy for concurrent negotiation over distinct objects. Studies in Computational Intelligence, 535, 109-124. Scopus8 |
| 2014 | Li, M., Vo, Q. B., & Kowalczyk, R. (2014). A pareto-efficient and fair mediation approach to multilateral negotiation. Multiagent and Grid Systems, 10(1), 1-22. Scopus3 |
| 2013 | He, Q., Yan, J., Yang, Y., Kowalczyk, R., & Jin, H. (2013). A decentralized service discovery approach on peer-to-peer networks. IEEE Transactions on Services Computing, 6(1), 64-75. Scopus49 |
| 2013 | Li, M., Vo, Q. B., Kowalczyk, R., Ossowski, S., & Kersten, G. (2013). Automated negotiation in open and distributed environments. Expert Systems with Applications, 40(15), 6195-6212. Scopus21 |
| 2013 | Dudycz, H., Dyczkowski, M., Korczak, J., Abramowicz, W., Alt, R., Andres, F., . . . Ziemba, E. (2013). 11th conference on advanced information technologies for management. 2013 Federated Conference on Computer Science and Information Systems Fedcsis 2013, 1053. |
| 2012 | Richter, J., Baruwal Chhetri, M., Kowalczyk, R., & Bao Vo, Q. (2012). Establishing composite SLAs through concurrent QoS negotiation with surplus redistribution. Concurrency and Computation Practice and Experience, 24(9), 938-955. Scopus20 |
| 2012 | Lorkiewicz, W., Katarzyniak, R., & Kowalczyk, R. (2012). Individual semiosis in multi-agent systems. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 7270 LNCS, 167-197. |
| 2012 | Gomes, E. R., Vo, Q. B., & Kowalczyk, R. (2012). Pure exchange markets for resource sharing in federated clouds. Concurrency and Computation Practice and Experience, 24(9), 977-991. Scopus44 |
| 2010 | Gomes, E. R., & Kowalczyk, R. (2010). The dynamics of multiagent Q-learning in commodity market resource allocation. Studies in Computational Intelligence, 263, 315-349. |
| 2010 | Nguyen, N. T., & Kowalczyk, R. (2010). Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 6220 LNCS. |
| 2010 | Nguyen, N. T., & Kowalczyk, R. (2010). Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 6450 LNCS, V-VI. |
| 2009 | Gomes, E. R., & Kowalczyk, R. (2009). Learning the IPA market with individual and social rewards. Web Intelligence and Agent Systems, 7(2), 123-138. |
| 2009 | Kowalczyk, R., & Chhetri, M. B. (2009). Agent enabled adaptive management of QoS assured provision of composite services. Cybernetics and Systems, 40(2), 68-84. Scopus2 |
| 2009 | Kowalczyk, R., Vo, Q. B., Maamar, Z., & Huhns, M. (2009). Service-oriented computing: Agents, semantics, and engineering - AAMAS 2009 International Workshop SOCASE 2009, Budapest, Hungary, May 11, 2009. Proceedings: Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 5907 LNCS, V. |
| 2009 | He, Q., Yan, J., Kowalczyk, R., Jin, H., & Yang, Y. (2009). Lifetime service level agreement management with autonomous agents for services provision. Information Sciences, 179(15), 2591-2605. Scopus38 |
| 2008 | Kowalczyk, R., Huhns, M., Klusch, M., Maamar, Z., & Vo, Q. B. (2008). Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics): Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 5006 LNCS, V-VI. |
| 2008 | Brzostowski, J., & Kowalczyk, R. (2008). Experimental evaluation of possibilistic mechanism for negotiation partners selection. Studies in Computational Intelligence, 89, 127-145. Scopus1 |
| 2007 | Yan, J., Kowalczyk, R., Lin, J., Chhetri, M. B., Goh, S. K., & Zhang, J. (2007). Autonomous service level agreement negotiation for service composition provision. Future Generation Computer Systems, 23(6), 748-759. Scopus149 |
| 2007 | Momotko, M., Gajewski, M., Ludwig, A., Kowalczyk, R., Kowalkiewicz, M., & Zhang, J. Y. (2007). Towards adaptive management of QoS-aware service compositions. Multiagent and Grid Systems, 3(3), 299-312. Scopus7 |
| 2007 | Zhang, J. Y., Deng, H., & Kowalczyk, R. (2007). A Qualitative Model for Service Oriented Computing. Journal of Advanced Computational Intelligence and Intelligent Informatics, 11(10), 1209-1215. |
| 2004 | Jeckle, M., Kowalczyk, R., & Braun, P. (2004). Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 3270, V-VI. |
| 2004 | Kowalczyk, R., Phiong, V., Dunstall, S., & Owens, B. (2004). Towards supporting collaborative scheduling in adaptive supply networks with negotiation agents. Journal of Decision Systems, 13(4), 441-460. Scopus1 |
| 2003 | Kowalczyk, R., Müller, J. P., Tianfield, H., & Unland, R. (2003). Preface. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 2592, vii-ix. Scopus1 |
| Year | Citation |
|---|---|
| 2013 | Schlegel, T., & Kowalczyk, R. (2013). Self-organizing nomadic services in grids. In Advanced Information and Knowledge Processing (pp. 263-293). Springer London. DOI |
| 2008 | Schlegel, T., & Kowalczyk, R. (2008). Self-organizing Nomadic Services in Grids. In Advanced Information and Knowledge Processing (pp. 217-246). Springer London. DOI Scopus2 |
| 2003 | Kowalczyk, R., & Alem, L. (2003). Supporting Mobility and Negotiation in Agent-Based E-Commerce. In Managing E Commerce and Mobile Computing Technologies (pp. 226-244). DOI Scopus2 |
| Year | Citation |
|---|---|
| 2025 | Jabbarpour, M. R., El-Dalahmeh, G., Vo, B. Q., & Kowalczyk, R. (2025). Intelligent Health & Mission Management Architecture for Autonomous and Resilient Distributed Space Systems. In International Conference on Agents and Artificial Intelligence Vol. 3 (pp. 116-123). SCITEPRESS - Science and Technology Publications. DOI |
| 2025 | Ma'sum, M. A., Pratama, M., Liu, L., Habibullah, H., & Kowalczyk, R. (2025). Federated few-shot class-incremental learning. In The Thirteenth International Conference on Learning Representations (ICLR 2025) (pp. 1-30). US: ICLR. |
| 2025 | Masum, M. A., Pratama, D., Ramasamy, S., Liu, L., Habibullah, H., & Kowalczyk, R. (2025). PROL: Rehearsal Free Continual Learning in Streaming Data via Prompt Online Learning. In IEEE/CVF International Conference on Computer Visions (ICCV 2025) (pp. 1-11). US: IEEE/CVF. |
| 2025 | Jabbarpour, M. R., El Dalahmeh, G., Tahir, H., Vo, B. Q., Kowalczyk, R., Barr, J., & Bessell, T. (2025). Agent-based Architecture for Proactive Fault Tolerance and Management in Small Satellite Missions. In IEEE Aerospace Conference Proceedings (pp. 1-17). US: IEEE. DOI |
| 2025 | Ma'sum, M. A., Pratama, M., Ramasamy, S., Liu, L., Habibullah, H., & Kowalczyk, R. (2025). Vision and language synergy for rehearsal free continual learning. In The Thirteenth International Conference on Learning Representations (ICLR 2025) (pp. 1-31). US: ICLR. |
| 2025 | Ma'sum, M. A., Pratama, M., Liu, L., Habibullah, H., & Kowalczyk, R. (2025). FEDERATED FEW-SHOT CLASS-INCREMENTAL LEARNING. In 13th International Conference on Learning Representations Iclr 2025 (pp. 101524-101553). Scopus1 |
| 2025 | Ma'Sum, M. A., Pratama, M., Ramasamy, S., Liu, L., Habibullah, H., & Kowalczyk, R. (2025). VISION AND LANGUAGE SYNERGY FOR REHEARSAL FREE CONTINUAL LEARNING. In 13th International Conference on Learning Representations Iclr 2025 (pp. 15997-16027). |
| 2024 | Ma'sum, M. A., Pratama, M., Ramasamy, S., Liu, L., Habibullah, H., & Kowalczyk, R. (2024). PIP: prototypes-injected prompt for Federated Class Incremental Learning. In CIKM ’24 Proceedings of the 33rd ACM International Conference on Information and Knowledge Management (pp. 1670-1679). US: Association for Computing Machinery. DOI Scopus2 |
| 2021 | Samant, S. S., Chhetri, M. B., Vo, Q. B., Kowalczyk, R., & Nepal, S. (2021). AuraEN: autonomous resource allocation for cloud-hosted data processing pipelines. In H. Hacid (Ed.), Service-Oriented Computing –ICSOC 2020 Workshops Vol. 12632 (pp. 77-80). Switzerland: Springer Nature Switzerland AG. DOI |
| 2021 | Ramchand, K., Chhetri, M. B., & Kowalczyk, R. (2021). An approach for the financial viability assessment of cloud migration projects. In T. X. Bui (Ed.), Proceedings of the 54th Hawaii International Conference on System Sciences Vol. 2020-January (pp. 5987-5996). US: University of Hawaii at Manoa. DOI |
| 2021 | Li, Q., Li, M., Quoc Vo, B., & Kowalczyk, R. (2021). An anytime algorithm for dynamic multi-agent task allocation problems. In Proceedings 2021 IEEE International Conference on Autonomic Computing and Self Organizing Systems Companion Acsos C 2021 (pp. 249-256). IEEE. DOI Scopus1 |
| 2021 | Uzunov, A. V., Brennan, M., Chhetri, M. B., Vo, Q. B., Kowalczyk, R., & Wondoh, J. (2021). AWaRE2-MM: A Meta-Model for Goal-Driven, Contract-Mediated, Team-Centric Autonomous Middleware Frameworks for Antifragility. In Proceedings Asia Pacific Software Engineering Conference APSEC Vol. 2021-December (pp. 547-552). IEEE. DOI Scopus8 |
| 2020 | Li, Q., Li, M., Vo, B. Q., & Kowalczyk, R. (2020). Distributed near-optimal multi-robots coordination in heterogeneous task allocation. In IEEE International Conference on Intelligent Robots and Systems (pp. 4309-4314). IEEE. DOI Scopus15 |
| 2020 | Li, Q., Li, M., Vo, Q. B., & Kowalczyk, R. (2020). An anytime algorithm for large-scale heterogeneous task allocation. In Y. Li, & A. Liew (Eds.), Proceedings of the IEEE International Conference on Engineering of Complex Computer Systems, ICECCS Vol. 2020-October (pp. 206-215). US: Institute of Electrical and Electronics Engineers. DOI Scopus12 |
| 2020 | Ramchand, K., Chhetri, M. B., & Kowalczyk, R. (2020). Towards case completion with inferencing and solution identification using 'Nested CBR'. In 31st Australasian Conference on Information Systems (ACIS’2020) (pp. 1-8). US: ACIS 2002. |
| 2019 | Chhetri, M. B., Forkan, A. R. M., Vo, Q. B., Nepal, S., & Kowalczyk, R. (2019). Towards risk-aware cost-optimal resource allocation for cloud applications. In E. Bertino (Ed.), 2019 IEEE International Conference on Services Computing (IEEE SCC 2019) (pp. 210-214). US: Institute of Electrical and Electronics Engineers. DOI Scopus7 |
| 2019 | Chhetri, M. B., Uzunov, A. V., Vo, Q. B., Nepal, S., & Kowalczyk, R. (2019). Self-improving autonomic systems for antifragile cyber defence: challenges and opportunities. In Proceedings 2019 IEEE International Conference on Autonomic Computing, ICAC 2019 (pp. 18-23). US: Institute of Electrical and Electronics Engineers. DOI Scopus15 |
| 2019 | Harold, C., Chhetri, M. B., & Kowalczyk, R. (2019). Approximating multi-attribute resource allocations using GAI utility functions. In Y. Demazeau (Ed.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Vol. 11523 LNAI (pp. 103-114). Germany: Springer. DOI |
| 2019 | Samant, S. S., Chhetri, M. B., Vo, Q. B., Nepal, S., & Kowalczyk, R. (2019). Benchmarking for end-to-end QoS sustainability in cloud-hosted data processing pipelines. In Proceedings: 2019 IEEE 5th International Conference on Collaboration and Internet Computing: CIC 2019 (pp. 39-48). US: IEEE Computer Society. DOI Scopus1 |
| 2018 | Ghorbani, S., Morsali, R., Unland, R., & Kowalczyk, R. (2018). Distributed multi-agent based energy management of smart micro-grids: autonomous participation of agents in power imbalance handling. In J. Bajo (Ed.), Highlights of Practical Applications of Agents, Multi-Agent Systems, and Complexity The PAAMS Collection (pp. 321-332). Switzerland: Springer. DOI |
| 2018 | Chhetri, M. B., Lumpe, M., Vo, Q. B., & Kowalczyk, R. (2018). To bid or not to bid in streamlined EC2 spot markets. In R. Bilof (Ed.), Proceedings 2018 IEEE International Conference on Services Computing (IEEE SCC 2018) Vol. nothing (pp. 129-136). US: Institute of Electrical and Electronics Engineers. DOI Scopus6 |
| 2018 | Chhetri, M. B., Uzunov, A. V., Vo, Q. B., Kowalczyk, R., Docking, M., Luong, H., . . . Nepal, S. (2018). AWaRE - towards distributed self-management for resilient cyber systems. In R. Bilof (Ed.), 2018 23rd International Conference on Engineering of Complex Computer Systems (ICECCS) Vol. 2018-December (pp. 185-188). US: Institute of Electrical and Electronics Engineers. DOI Scopus15 |
| 2018 | Ramchand, K., Chhetri, M. B., & Kowalczyk, R. (2018). Towards a cloud architectural decision framework using case-based reasoning and rule-based reasoning. In Australasian Conference on Information Systems 2018 (pp. 1-7). Australia: University of Technology Sydney ePress. DOI Scopus3 |
| 2018 | Chhetri, M. B., Luong, H., Uzunov, A. V., Vo, Q. B., Kowalczyk, R., Nepal, S., & Rajapakse, I. (2018). ADSL: an embedded domain-specific language for constraint-based distributed self-management. In R. Bilof (Ed.), Proceedings 25th Australasian Software Engineering Conference (ASWEC 2018) (pp. 101-110). US: Institute of Electrical and Electronics Engineers. DOI Scopus5 |
| 2018 | Chhetri, M. B., Vo, Q. B., Kowalczyk, R., & Nepal, S. (2018). Towards resource and contract heterogeneity aware rescaling for cloud-hosted applications. In L. O'Conner (Ed.), Proceedings 2018 18TH IEEE/ACM International Symposium On Cluster, Cloud and Grid Computing (pp. 153-162). US: Institute of Electrical and Electronics Engineers. DOI Scopus10 |
| 2018 | Samant, S. S., Chhetri, M. B., Vo, Q. B., Kowalczyk, R., & Nepal, S. (2018). Towards end-to-end QoS and cost-aware resource scaling in cloud-based IoT data processing pipelines. In R. Bilof (Ed.), Proceedings 2018 IEEE International Conference on Services Computing (IEEE SCC 2018) Vol. nothing (pp. 287-290). US: Institute of Electrical and Electronics Engineers. DOI Scopus5 |
| 2018 | Ramchand, K., Chhetri, M. B., & Kowalczyk, R. (2018). Towards a comprehensive cloud decision framework with financial viability assessment. In M. Tanabu, & D. Senoo (Eds.), Proceedings of the 22nd Pacific Asia Conference on Information Systems - Opportunities and Challenges for the Digitized Society: Are We Ready?, PACIS 2018. US: Association for Information Systems. Scopus7 |
| 2017 | Lumpe, M., Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2017). On estimating minimum bids for Amazon EC2 spot instances. In L. O'Conner (Ed.), Proceedings 2017 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGRID 2017 (pp. 391-400). US: I E E E Computer Society. DOI |
| 2017 | Chhetri, M. B., Lumpe, M., Vo, Q. B., & Kowalczyk, R. (2017). On forecasting Amazon EC2 spot prices using time-series decomposition with hybrid look-backs. In A. M. Goscinski, & M. Luo (Eds.), 2017 IEEE 1st International Conference On Edge Computing (IEEE EDGE) (pp. 158-165). US: IEEE Computer Society. DOI Scopus14 |
| 2017 | Siddiqi, S., Kowalczyk, R., & Vo, B. Q. (2017). Demand response in presence of multiple suppliers. In IEEE Power and Energy Society General Meeting Vol. 2018-January (pp. 1-5). US: Institute of Electrical and Electronics Engineers. DOI |
| 2017 | Chhetri, M. B., Lumpe, M., Vo, Q. B., & Kowalczyk, R. (2017). On estimating bids for Amazon EC2 spot instances using time series forecasting. In X. Liu, & U. Bellur (Eds.), 2017 IEEE International Conference On Services Computing (SCC) (pp. 44-51). US: Institute of Electrical and Electronics Engineers. DOI Scopus11 |
| 2017 | Morsali, R., Ghorbani, S., Kowalczyk, R., & Unland, R. (2017). On battery management strategies in multi-agent microgrid management. In W. Abramowicz (Ed.), Business Information Systems Workshops, BIS 2017 Vol. 303 (pp. 191-202). Switzerland: Springer. DOI Scopus2 |
| 2017 | Samant, S. S., Chhetri, M. B., Vo, Q. B., Kowalczyk, R., & Nepal, S. (2017). Towards quality-assured data delivery in cloud-based IoT platforms for smart cities. In R. Bilof (Ed.), 2017 IEEE 3rd International Conference on Collaboration and Internet Computing Vol. nothing (pp. 291-298). US: IEEE Computer Society Conference Publishing Services. DOI Scopus8 |
| 2017 | Ramchand, K., Chhetri, M. B., & Kowalczyk, R. (2017). Towards a flexible cloud architectural decision framework for diverse application architectures. In Proceedings of the 28th Australasian Conference on Information Systems, ACIS 2017 (pp. 1-11). US: Association for Information Systems. Scopus6 |
| 2016 | Al Bahrani, L. T. A., Patra, J. C., & Kowalczyk, R. (2016). Orthogonal PSO algorithm for optimal dispatch of power of large-scale thermal generating units in smart power grid under power grid constraints. In Proceedings of the International Joint Conference on Neural Networks (pp. 660-667). US: Institute of Electrical and Electronics Engineers. DOI |
| 2016 | Bahrani, L. T. A., Patra, J. C., & Kowalczyk, R. (2016). Multi-gradient PSO algorithm for economic dispatch of thermal generating units in smart grid. In IEEE PES Innovative Smart Grid Technologies Conference Europe (pp. 258-263). US: Institute of Electrical and Electronics Engineers. DOI Scopus11 |
| 2016 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2016). CL-SLAM: cross-layer SLA monitoring framework for cloud service-based applications. In R. Bilof (Ed.), 2016 IEEE/ACM 9th International Conference On Utility And Cloud Computing (UCC) (pp. 30-36). US: Association for Computing Machinery. DOI Scopus6 |
| 2016 | Morsali, R., Vo, Q. B., & Kowalczyk, R. (2016). On incorporating consumer satisfaction in microgrid energy management. In IET Conference Publications Vol. 2016 (pp. 391-400). UK: The Institution of Engineering and Technology. DOI Scopus1 |
| 2015 | Chichin, S., Vo, Q. B., & Kowalczyk, R. (2015). Double-sided market mechanism for trading cloud resources. In L. O'Conner (Ed.), Proceedings - 2015 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, WI-IAT 2015 Vol. 2 (pp. 198-205). US: Institute of Electrical and Electronics Engineers. DOI |
| 2015 | Chichin, S., Vo, Q. B., & Kowalczyk, R. (2015). Towards efficient greedy allocation schemes for double-sided cloud markets. In P. P. Maglio, I. Paik, & W. Chou (Eds.), Proceedings - 2015 IEEE International Conference on Services Computing, SCC 2015 (pp. 194-201). US: IEEE. DOI Scopus8 |
| 2015 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2015). Supporting temporal aspects of SLA establishment in auto SLAM framework. In P. P. Maglio, I. Paik, & W. Chou (Eds.), Proceedings - 2015 IEEE International Conference on Services Computing, SCC 2015 (pp. 234-241). US: IEEE. DOI Scopus4 |
| 2015 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2015). Agent enabled adaptive management of cloud service provisioning. In L. O'Conner (Ed.), Proceedings - 2015 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT) Vol. 2 (pp. 292-299). US: AAAI Press. DOI Scopus1 |
| 2014 | Mansour, K., & Kowalczyk, R. (2014). Preference based automated negotiation for service procurement in multi-agent systems. In Proceedings 2014 IEEE Wic ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology Workshops Wi Iat 2014 Vol. 3 (pp. 381-387). IEEE. DOI Scopus3 |
| 2014 | Chichin, S., Vo, Q. B., & Kowalczyk, R. (2014). Truthful market-based trading of cloud services with reservation price. In Proceedings 2014 IEEE International Conference on Services Computing Scc 2014 (pp. 27-34). IEEE. DOI Scopus9 |
| 2014 | Baruwal Chhetri, M., Chichin, S., Vo, Q. B., & Kowalczyk, R. (2014). Smart CloudBench - Test Drive the Cloud Before You Buy. In Lecture Notes in Business Information Processing Vol. 177 (pp. 59-73). Springer International Publishing. DOI Scopus1 |
| 2014 | Chhetri, M. B., Chichin, S., Vo, Q. B., & Kowalczyk, R. (2014). Smart CloudMonitor - Providing visibility into performance of black-box clouds. In IEEE International Conference on Cloud Computing Cloud (pp. 777-784). IEEE. DOI Scopus5 |
| 2014 | Chichin, S., Chhetri, M. B., Vo, Q. B., Kowalczyk, R., & Stepniak, M. (2014). Smart cloud marketplace - Agent-based platform for trading cloud services. In Proceedings 2014 IEEE Wic ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology Workshops Wi Iat 2014 Vol. 3 (pp. 388-395). IEEE. DOI Scopus6 |
| 2014 | Chichin, S., Vo, Q. B., & Kowalczyk, R. (2014). Adaptive market mechanism for efficient cloud services trading. In IEEE International Conference on Cloud Computing Cloud (pp. 705-712). IEEE. DOI Scopus7 |
| 2014 | Mansour, K., Kowalczyk, R., & Wosko, M. (2014). Aspects of Coordinating the Bidding Strategy in Concurrent One-to-Many Negotiation. In Advances in Intelligent Systems and Computing Vol. 214 (pp. 103-115). Springer Berlin Heidelberg. DOI Scopus4 |
| 2014 | Radziszewska, W., Kowalczyk, R., & Nahorski, Z. (2014). El Farol Bar problem, Potluck problem and electric energy balancing - On the importance of communication. In 2014 Federated Conference on Computer Science and Information Systems Fedcsis 2014 Vol. 2014-January (pp. 1515-1523). IEEE. DOI Scopus5 |
| 2014 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2014). Adaptive AutoSLAM - Policy-based orchestration of SLA establishment. In Proceedings 2014 IEEE International Conference on Services Computing Scc 2014 (pp. 472-479). IEEE. DOI Scopus3 |
| 2013 | Chhetri, M. B., Chichin, S., Vo, Q. B., & Kowalczyk, R. (2013). Smart cloudbench-Automated performance benchmarking of the cloud. In IEEE International Conference on Cloud Computing Cloud (pp. 414-421). IEEE. DOI Scopus41 |
| 2013 | Li, M., Vo, Q. B., & Kowalczyk, R. (2013). A distributed protocol for collective decision-making in combinatorial domains. In 12th International Conference on Autonomous Agents and Multiagent Systems 2013 Aamas 2013 Vol. 2 (pp. 1117-1118). |
| 2013 | Baruwal Chhetri, M., Chichin, S., Bao Vo, Q., & Kowalczyk, R. (2013). Smart Cloud Broker: Finding your home in the clouds. In 2013 28th IEEE ACM International Conference on Automated Software Engineering Ase 2013 Proceedings (pp. 698-701). IEEE. DOI Scopus10 |
| 2012 | Mansour, K., Kowalczyk, R., & Chhetri, M. B. (2012). On effective quality of service negotiation. In Proceedings 12th IEEE ACM International Symposium on Cluster Cloud and Grid Computing Ccgrid 2012 (pp. 684-685). IEEE. DOI Scopus6 |
| 2012 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2012). AutoSLAM - A policy-driven middleware for automated SLA establishment in SOA environments. In Proceedings 2012 IEEE 9th International Conference on Services Computing Scc 2012 (pp. 9-16). IEEE. DOI Scopus6 |
| 2012 | Mansour, K., Kowalczyk, R., & Wosko, M. (2012). Concurrent negotiation over quality of service. In Proceedings 2012 IEEE 9th International Conference on Services Computing Scc 2012 (pp. 446-453). IEEE. DOI Scopus8 |
| 2012 | Chhetri, M. B., Vo, Q. B., & Kowalczyk, R. (2012). Policy-based automation of SLA establishment for cloud computing services. In Proceedings 12th IEEE ACM International Symposium on Cluster Cloud and Grid Computing Ccgrid 2012 (pp. 164-171). IEEE. DOI Scopus34 |
| 2012 | Popek, G., Kowalczyk, R., & Katarzyniak, R. P. (2012). Introducing fuzzy labels to agent-generated textual descriptions of incomplete city-traffic states. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 7654 LNAI (pp. 550-561). Springer Berlin Heidelberg. DOI Scopus4 |
| 2012 | Brzostowski, J., & Kowalczyk, R. (2012). Efficient multi-alternative protocol for multi-attribute agent negotiation. In Iceis 2012 Proceedings of the 14th International Conference on Enterprise Information Systems Vol. 1 DISI (pp. 247-252). |
| 2012 | Brzostowski, J., & Kowalczyk, R. (2012). An efficient technique for detecting time-dependent tactics in agent negotiations. In Iceis 2012 Proceedings of the 14th International Conference on Enterprise Information Systems Vol. 1 DISI (pp. 305-309). |
| 2011 | Mansour, K., & Kowalczyk, R. (2011). A meta-strategy for coordinating of one-to-many negotiation over multiple issues. In Advances in Intelligent and Soft Computing Vol. 122 (pp. 343-353). Springer Berlin Heidelberg. DOI Scopus24 |
| 2011 | Chhetri, M. B., Vo, B. Q., & Kowalczyk, R. (2011). A flexible policy framework for the qos differentiated provisioning of services. In Proceedings 11th IEEE ACM International Symposium on Cluster Cloud and Grid Computing Ccgrid 2011 (pp. 444-453). IEEE. DOI Scopus6 |
| 2011 | Li, M., Vo, Q. B., & Kowalczyk, R. (2011). Efficient heuristic approach to dominance testing in CP-nets. In 10th International Conference on Autonomous Agents and Multiagent Systems 2011 Aamas 2011 Vol. 1 (pp. 329-336). Scopus12 |
| 2011 | Tran, T. H., Vo, Q. B., & Kowalczyk, R. (2011). Merging belief bases by negotiation. In A. Konig, A. Dengel, K. Hinkelmann, K. Kise, R. J. Howlett, & L. C. Jain (Eds.), Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 6881 LNAI (pp. 200-209). Univ Kaiserslautern, Kaiserslautern, GERMANY: SPRINGER. DOI Scopus8 WoS7 |
| 2011 | Richter, J., Klusch, M., & Kowalczyk, R. (2011). Monotonic mixing of decision strategies for agent-based bargaining. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 6973 LNAI (pp. 113-124). Springer Berlin Heidelberg. DOI Scopus2 |
| 2011 | Lorkiewicz, W., Katarzyniak, R., & Kowalczyk, R. (2011). Deviating from common context in individual semiosis in multi-agent systems. In Advances in Intelligent and Soft Computing Vol. 122 (pp. 229-238). Springer Berlin Heidelberg. DOI Scopus1 |
| 2011 | Li, M., Vo, Q. B., & Kowalczyk, R. (2011). An efficient protocol for negotiation over combinatorial domains with incomplete information. In Proceedings of the 27th Conference on Uncertainty in Artificial Intelligence Uai 2011 (pp. 436-444). Scopus3 |
| 2011 | Li, M., Vo, Q. B., & Kowalczyk, R. (2011). Efficient penalty scoring functions for group decision-making with TCP-nets. In 10th International Conference on Autonomous Agents and Multiagent Systems 2011 Aamas 2011 Vol. 2 (pp. 1007-1008). Scopus1 |
| 2011 | Li, M., Bao Vo, Q., & Kowalczyk, R. (2011). Majority-rule-based preference aggregation on multi-attribute domains with CP-nets. In 10th International Conference on Autonomous Agents and Multiagent Systems 2011 Aamas 2011 Vol. 1 (pp. 601-608). Scopus15 |
| 2011 | Popek, G., Kowalczyk, R., & Katarzyniak, R. P. (2011). Generating descriptions of incomplete city-traffic states with agents. In Advances in Intelligent and Soft Computing Vol. 122 (pp. 105-114). Springer Berlin Heidelberg. DOI Scopus9 |
| 2011 | Lorkiewicz, W., Popek, G., Katarzyniak, R., & Kowalczyk, R. (2011). Aligning simple modalities in multi-agent system. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 6923 LNAI (pp. 70-79). Springer Berlin Heidelberg. DOI Scopus3 |
| 2011 | Baruwal Chhetri, M., Bao Vo, Q., Kowalczyk, R., & Lan Do, C. (2011). Cloud broker: Helping you buy better. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 6997 LNCS (pp. 341-342). Springer Berlin Heidelberg. DOI Scopus5 |
| 2011 | Lorkiewicz, W., Kowalczyk, R., Katarzyniak, R., & Vo, Q. B. (2011). Topic selection strategies in multi-agent naming game. In 10th International Conference on Autonomous Agents and Multiagent Systems 2011 Aamas 2011 Vol. 1 (pp. 465-472). Scopus2 |
| 2010 | Li, M., Vo, Q. B., & Kowalczyk, R. (2010). An efficient approach for ordering outcomes and making social choices with CP-nets. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 6464 LNAI (pp. 375-384). Springer Berlin Heidelberg. DOI Scopus2 |
| 2010 | Calisti, M., Leymann, F., Dignum, F. P. M., Kowalczyk, R., & Unland, R. (2010). SERVICE-ORIENTED ARCHITECTURES AND (MULTI-)AGENT SYSTEMS TECHNOLOGY. In Dagstuhl Seminar Proceedings Vol. 10021. Scopus4 |
| 2010 | Chhetri, M. B., Vo, B. Q., & Kowalczyk, R. (2010). Policy-based management of QoS in service aggregations. In Ccgrid 2010 10th IEEE ACM International Conference on Cluster Cloud and Grid Computing (pp. 593-595). IEEE. DOI Scopus11 |
| 2010 | Richter, J., Chhetri, M. B., Kowalczyk, R., Vo, B. Q., Talib, M. A., & Colman, A. (2010). Utility decomposition and surplus redistribution in composite SLA negotiation. In Proceedings 2010 IEEE 7th International Conference on Services Computing Scc 2010 (pp. 627-630). IEEE. DOI Scopus3 |
| 2010 | Li, M., Vo, Q. B., & Kowalczyk, R. (2010). An efficient majority-rule-based approach for collective decision making with CP-nets. In Proceedings of the International Conference on Knowledge Representation and Reasoning (pp. 578-580). Scopus13 |
| 2010 | Richter, J., Klusch, M., & Kowalczyk, R. (2010). A multistage fuzzy decision approach for modelling adaptive negotiation strategies. In 2010 IEEE World Congress on Computational Intelligence Wcci 2010 (pp. 1-8). IEEE. DOI Scopus2 |
| 2010 | Mansour, K., Kowalczyk, R., & Vo, B. Q. (2010). Real-time coordination of concurrent multiple bilateral negotiations under time constraints. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 6464 LNAI (pp. 385-394). Springer Berlin Heidelberg. DOI Scopus11 |
| 2009 | Zhang, J. F., Vo, Q. B., & Kowalczyk, R. (2009). Theoretic study of distributed graph planning. In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems Aamas Vol. 2 (pp. 1232-1233). Scopus1 |
| 2009 | Gomes, E. R., & Kowalczyk, R. (2009). Dynamic analysis of multiagent Q-learning with ε-greedy exploration. In Proceedings of the 26th International Conference on Machine Learning Icml 2009 (pp. 369-376). Scopus99 |
| 2009 | Richter, J., & Kowalczyk, R. (2009). Mixing behaviour-dependent and -independent tactics in multi-issue negotiation. In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems Aamas Vol. 2 (pp. 1150-1151). |
| 2009 | Gomes, E. R., & Kowalczyk, R. (2009). Dynamic analysis of multiagent Q-learning with ε-greedy exploration. In ACM International Conference Proceeding Series Vol. 382 (pp. 369-376). ACM. DOI Scopus28 |
| 2009 | Gomes, E. R., & Kowalczyk, R. (2009). Modelling the dynamics of multiagent Q-learning with ε-greedy exploration. In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems Aamas Vol. 2 (pp. 1120-1121). Scopus5 |
| 2009 | Richter, J., Kowalczyk, R., & Klusch, M. (2009). Multistage fuzzy decision making in bilateral negotiation with finite termination times. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 5866 LNAI (pp. 21-30). Springer Berlin Heidelberg. DOI Scopus7 |
| 2009 | Li, M., Vo, Q. B., & Kowalczyk, R. (2009). Searching for fair joint gains in agent-based negotiation. In Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems Aamas Vol. 2 (pp. 902-909). Scopus24 |
| 2009 | Georgakopoulos, D., Bertino, E., Barros, A., & Kowalczyk, R. (2009). Information services: Myth or silver bullet?. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 5463 (pp. 793-794). Springer Berlin Heidelberg. DOI |
| 2008 | He, Q., Yan, J., Yang, Y., Kowalczyk, R., & Jin, H. (2008). Chord4S: A P2P-based decentralised service discovery approach. In Proceedings 2008 IEEE International Conference on Services Computing Scc 2008 Vol. 1 (pp. 221-228). IEEE. DOI Scopus24 |
| 2008 | Mitchell-Wong, J., Goh, S. K., Chhetri, M. B., Kowalczyk, R., & Vo, B. Q. (2008). Framework for open, distributed and self-managed social platforms. In IFIP International Federation for Information Processing Vol. 283 (pp. 361-368). Springer US. DOI Scopus2 |
| 2008 | Schlegel, T., Kowalczyk, R., & Vo, Q. B. (2008). Decentralized co-allocation of interrelated resources in dynamic environments. In Proceedings 2008 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2008 (pp. 104-108). IEEE. DOI Scopus5 |
| 2008 | Gomes, E. R., & Kowalczyk, R. (2008). Non-symmetric preferences in the IPA market with Reinforcement Learning. In Proceedings 2008 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2008 (pp. 424-430). IEEE. DOI |
| 2008 | Richter, J., & Kowalczyk, R. (2008). New mechanisms for mixing time-and behaviour-dependent tactics in negotiation strategies. In Proceedings 2008 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2008 (pp. 451-455). IEEE. DOI Scopus1 |
| 2008 | Mitchell-Wong, J., Kowalczyk, R., & Vo, B. Q. (2008). Social network profile and policy. In Proceedings 2008 IEEE Workshop on Policies for Distributed Systems and Networks Policy 2008 (pp. 207-210). IEEE. DOI Scopus2 |
| 2008 | Gomes, E. R., & Kowalczyk, R. (2008). Individual and social behaviour in the IPA market with RL. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 5249 LNAI (pp. 93-102). Springer Berlin Heidelberg. DOI |
| 2007 | Xuan, T. N., & Kowalczyk, R. (2007). On solving distributed fuzzy constraint satisfaction problems with agents. In Proceedings of the IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2007 (pp. 387-390). IEEE. DOI Scopus4 |
| 2007 | Brzostowski, J., & Kowalczyk, R. (2007). On fuzzy projection-based utility decomposition in compound multi-agent negotiations. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 4529 LNAI (pp. 757-766). Springer Berlin Heidelberg. DOI Scopus3 |
| 2007 | Brzostowski, J., & Kowalczyk, R. (2007). Negotiation partners selection mechanism based on context-dependent similarity relations. In Proceedings of the International Conference on Autonomous Agents (pp. 1041-1043). ACM. DOI Scopus2 |
| 2007 | Gomes, E. R., & Kowalczyk, R. (2007). Reinforcement learning with utility-aware agents for market-based resource allocation. In Proceedings of the International Conference on Autonomous Agents (pp. 225-227). ACM. DOI Scopus4 |
| 2007 | Nguyen, X. T., & Kowalczyk, R. (2007). WS2JADE: Integrating web service with jade agents. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 4504 LNCS (pp. 147-159). Springer Berlin Heidelberg. DOI Scopus31 |
| 2007 | Gomes, E. R., & Kowalczyk, R. (2007). Learning the IPA market with individual and social rewards. In Proceedings of the IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2007 (pp. 328-334). IEEE. DOI Scopus16 |
| 2007 | Schlegel, T., & Kowalczyk, R. (2007). Towards self-organising agent-based resource allocation in a multi-server environment. In Proceedings of the International Conference on Autonomous Agents (pp. 74-81). ACM. DOI Scopus5 |
| 2007 | Gomes, E. R., & Kowalczyk, R. (2007). Learning in market-based resource allocation. In Proceedings 6th IEEE Acis International Conference on Computer and Information Science Icis 2007 1st IEEE Acis International Workshop on E Activity Iwea 2007 (pp. 475-482). IEEE. DOI Scopus5 |
| 2007 | Zhang, J. F., Nguyen, X. T., & Kowalczyk, R. (2007). A graph-based multi-agent planning algorithm with QoS guarantees. In Proceedings of the IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2007 (pp. 273-276). IEEE. DOI Scopus1 |
| 2007 | Brzostowski, J., Chhetri, M. B., & Kowalczyk, R. (2007). Three Decision-making Mechanisms to facilitate Negotiation of Service Level Agreements for Web Service Compositions. In Dagstuhl Seminar Proceedings Vol. 6461. Scopus1 |
| 2007 | Goh, S. K., Chhetri, M. B., & Kowalczyk, R. (2007). JADE-FSM-Engine: A deployment tool for flexible agent behaviours in JADE. In Proceedings of the IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2007 (pp. 524-527). IEEE. DOI Scopus6 |
| 2007 | Mitchell-Wong, J., Kowalczyk, R., Roshelova, A., Joy, B., & Tsai, H. (2007). OpenSocial: From social networks to social ecosystem. In Proceedings of the 2007 Inaugural IEEE Ies Digital Ecosystems and Technologies Conference Dest 2007 (pp. 361-366). IEEE. DOI Scopus24 |
| 2007 | He, Q., Yan, J., Kowalczyk, R., Jin, H., & Yang, Y. (2007). An agent-based framework for service level agreement management. In Proceedings of the 2007 11th International Conference on Computer Supported Cooperative Work in Design Cscwd (pp. 412-417). IEEE. DOI Scopus7 |
| 2007 | Yan, J., Kowalczyk, R., Lin, J., Chhetri, M. B., Goh, S. K., & Zhang, J. (2007). An agent negotiation approach for establishment of service level agreement. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 4402 LNCS (pp. 459-468). Springer Berlin Heidelberg. DOI Scopus2 |
| 2007 | Momotko, M., Gajewski, M., Ludwig, A., Kowalczyk, R., Kowalkiewicz, M., & Zhang, J. Y. (2007). Towards adaptive management of QoS-aware service compositions - Execution strategies. In 4th International Conference on Grid Service Engineering and Management Gsem 2007 (pp. 110-122). Scopus1 |
| 2007 | Chhetri, M. B., Mueller, I., Goh, S. K., & Kowalczyk, R. (2007). ASAPM - An agent-based framework for adaptive management of composite service lifecycle. In Proceedings 2007 IEEE Wic ACM International Conference on Web Intelligence and Intelligent Agent Technology Workshops Wi Iat Workshops 2007 (pp. 444-448). IEEE. DOI Scopus5 |
| 2006 | Momotko, M., Gajewski, M., Ludwig, A., Kowalczyk, R., Kowalkiewicz, M., & Zhang, J. Y. (2006). Towards adaptive management of QoS-aware service compositions - Functional architecture. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 4294 LNCS (pp. 637-649). Springer Berlin Heidelberg. DOI Scopus5 |
| 2006 | Chhetri, M. B., Lin, J., Goh, S., Yan, J., Zhang, J. Y., & Kowalczyk, R. (2006). A coordinated architecture for the agent-based service level agreement negotiation of web service composition. In Proceedings of the Australian Software Engineering Conference ASWEC Vol. 2006 (pp. 90-99). IEEE. DOI Scopus63 |
| 2006 | Yan, J., Zhang, J., Lin, J., Chhetri, M. B., Goh, S. K., & Kowalczyk, R. (2006). Towards autonomous service level agreement negotiation for adaptive service composition. In Proceedings 2006 10th International Conference on Computer Supported Cooperative Work in Design Cscwd 2006 (pp. 757-762). IEEE. DOI Scopus12 |
| 2006 | Schlegel, T., Braun, P., & Kowalczyk, R. (2006). Towards autonomous mobile agents with emergent migration behaviour. In Proceedings of the International Conference on Autonomous Agents Vol. 2006 (pp. 585-592). ACM. DOI Scopus17 |
| 2006 | Nguyen, X. T., Kowalczyk, R., & Han, J. (2006). Using dynamic asynchronous aggregate search for quality guarantees of multiple Web services compositions. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 4294 LNCS (pp. 129-140). Springer Berlin Heidelberg. DOI Scopus8 |
| 2006 | Han, J., Kowalczyk, R., & Khan, K. M. (2006). Security-oriented service composition and evolution. In Proceedings Asia Pacific Software Engineering Conference APSEC (pp. 71-78). IEEE. DOI Scopus21 |
| 2006 | Zhang, J. F., Kowalczyk, R., & Wu, B. B. (2006). Expansion-based service workflow replanning with limited change. In Gsem 2006 3rd International Conference on Grid Service Engineering and Management Co Located with the 7th International Conference on Net Objectdays 2006 Node 2006 (pp. 163-178). |
| 2006 | Nguyen, X. T., Kowalczyk, R., & Phan, K. A. (2006). Modelling and solving QoS composition problem using DisCSP. In Gsem 2006 3rd International Conference on Grid Service Engineering and Management Co Located with the 7th International Conference on Net Objectdays 2006 Node 2006 (pp. 179-194). Scopus4 |
| 2006 | Wu, B., Zhang, J., Chhetri, M., Lin, J., Goh, S. K., Nguyen, X. T., . . . Kowalczyk, R. (2006). Adaptive service agreement and process management. In Proceedings Icws 2006 2006 IEEE International Conference on Web Services (pp. 927-928). IEEE. DOI Scopus2 |
| 2006 | Brzostowski, J., & Kowalczyk, R. (2006). Adaptive negotiation with on-line prediction of opponent behaviour in agent-based negotiations. In Proceedings 2006 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2006 Main Conference Proceedings Iat 06 (pp. 263-269). IEEE. DOI Scopus23 |
| 2006 | Zhang, J. F., & Kowalczyk, R. (2006). Agent-based dis-graph planning algorithm for web service composition. In Cimca 2006 International Conference on Computational Intelligence for Modelling Control and Automation Jointly with Iawtic 2006 International Conference on Intelligent Agents Web Technologies (pp. 258-263). IEEE. DOI Scopus4 |
| 2006 | Nguyen, X. T., & Kowalczyk, R. (2006). An agent based QoS conflict mediation framework for Web services compositions. In Proceedings 2006 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2006 Main Conference Proceedings Iat 06 (pp. 522-528). IEEE. DOI Scopus2 |
| 2006 | Nguyen, X. T., Kowalczyk, R., & Phan, K. A. (2006). Dynamic asynchronous aggregate search for solving QoS compositions of web services. In Proceedings 2006 IEEE Wic ACM International Conference on Web Intelligence and Intelligent Agent Technology Wi Iat 2006 Workshops Proceedings (pp. 142-145). IEEE. DOI Scopus1 |
| 2006 | Müller, I., Kowalczyk, R., & Braun, P. (2006). Towards agent-based coalition formation for service composition. In Proceedings 2006 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 2006 Main Conference Proceedings Iat 06 (pp. 73-80). IEEE. DOI Scopus49 |
| 2006 | Nguyen, X. T., Kowalczyk, R., & Phan, M. T. (2006). Modelling and solving QoS composition problem using fuzzy DisCSP. In Proceedings Icws 2006 2006 IEEE International Conference on Web Services (pp. 55-62). IEEE. DOI Scopus24 |
| 2005 | Brzostowski, J., & Kowalczyk, R. (2005). Modelling partner's behaviour in agent negotiation. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 3809 LNAI (pp. 653-663). Springer Berlin Heidelberg. DOI Scopus10 |
| 2005 | Nguyen, X. T., & Kowalczyk, R. (2005). Enabling agent-based management of web services with WS2JADE. In Proceedings International Conference on Quality Software Vol. 2005 (pp. 407-412). IEEE. DOI Scopus25 |
| 2005 | Brzostowski, J., & Kowalczyk, R. (2005). On possibilistic case-based reasoning for selecting partners for multi-attribute agent negotiation. In Proceedings of the International Conference on Autonomous Agents (pp. 415-421). Scopus8 |
| 2005 | Brzostowski, J., & Kowalczyk, R. (2005). Efficient algorithm for estimation of qualitative expected utility in possibilistic case-based reasoning. In Proceedings of the 21st Conference on Uncertainty in Artificial Intelligence Uai 2005 (pp. 69-76). Scopus3 |
| 2005 | Braun, P., Trinh, D., & Kowalczyk, R. (2005). Integrating a new mobility service into the Jade agent toolkit. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 3744 LNCS (pp. 354-363). Springer Berlin Heidelberg. DOI Scopus8 |
| 2005 | Müller, I., Braun, P., & Kowalczyk, R. (2005). Design patterns for agent-based service composition in the web. In Proceedings International Conference on Quality Software Vol. 2005 (pp. 425-430). IEEE. DOI Scopus2 |
| 2005 | Yan, J., Yang, Y., Kowalczyk, R., & Nguyen, X. T. (2005). A service workflow management framework based on peer-to-peer and agent technologies. In Proceedings International Conference on Quality Software Vol. 2005 (pp. 373-380). IEEE. DOI Scopus13 |
| 2005 | Ludwig, A., Braun, P., Kowalczyk, R., & Franczyk, B. (2005). A framework for automated negotiation of service level agreements in services grids. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 3812 LNCS (pp. 89-101). Scopus17 |
| 2005 | Braun, P., Müller, I., Kern, S., & Kowalczyk, R. (2005). Attacking the migration bottleneck of mobile agents. In Proceedings of the International Conference on Autonomous Agents (pp. 1333-1334). Scopus2 |
| 2005 | Braun, P., Müller, I., Kowalczyk, R., & Kern, S. (2005). Increasing the migration efficiency of Java-based mobile agents. In Proceedings 2005 IEEE Wic ACM International Conference on Intelligent Agent Technology Iat 05 Vol. 2005 (pp. 508-511). IEEE. DOI Scopus1 |
| 2004 | Brzostowski, J., & Kowalczyk, R. (2004). On possibilistic case-based reasoning for selecting partners in multi-agent negotiation. In Lecture Notes in Artificial Intelligence Subseries of Lecture Notes in Computer Science Vol. 3339 (pp. 694-705). Springer Berlin Heidelberg. DOI Scopus18 |
| 2003 | Kowalczyk, R., Ulieru, M., & Unland, R. (2003). Integrating mobile and intelligent agents in advanced E-commerce: A survey. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 2592 (pp. 295-313). Springer Berlin Heidelberg. DOI Scopus30 |
| 2002 | Kowalczyk, R., Franczyk, B., Speck, A., Braun, P., Eismann, J., & Rossak, W. (2002). InterMarket-towards intelligent mobile agent e-marketplaces. In Proceedings 9th Annual IEEE International Conference and Workshop on the Engineering of Computer Based Systems Ecbs 2002 (pp. 268-275). IEEE Comput. Soc. DOI Scopus18 |
| 2001 | Rahwan, I., Kowalczyk, R., & Yang, Y. (2001). Virtual enterprise design - BDI Agents vs. Objects. In Lecture Notes in Artificial Intelligence Subseries of Lecture Notes in Computer Science Vol. 2112 (pp. 147-157). Springer Berlin Heidelberg. DOI Scopus8 |
| 2001 | Kowalczyk, R., & Lee, M. (2001). Artificial intelligence in electronic commerce. In Lecture Notes in Artificial Intelligence Subseries of Lecture Notes in Computer Science Vol. 2112 (pp. 133-134). Springer Berlin Heidelberg. DOI Scopus1 |
| 2001 | Kowalczyk, R., & Bui, V. (2001). On constraint-based reasoning in e-Negotiation agents. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 2003 (pp. 31-46). Springer Berlin Heidelberg. DOI Scopus62 |
| 2001 | Kowalczyk, R. (2001). JFSolver: A tool for modeling and solving fuzzy constraint satisfaction problems. In IEEE International Conference on Fuzzy Systems Vol. 1 (pp. 304-307). Scopus3 |
| 2000 | Kowalczyk, R., & Bui, V. A. (2000). FeNAs: a fuzzy e-negotiation agents system. In IEEE IAFE Conference on Computational Intelligence for Financial Engineering Proceedings Cifer (pp. 26-29). Scopus16 |
| 2000 | Kowalczyk, R., & Bui, V. (2000). On Fuzzy e-Negotiation Agents: Autonomous negotiation with incomplete and imprecise information. In Proceedings International Workshop on Database and Expert Systems Applications DEXA Vol. 2000-January (pp. 1034-1038). IEEE Comput. Soc. DOI Scopus46 |
| 1999 | Kowalczyk, R. (1999). On numerical and linguistic quantification in linguistic approximation. In Proceedings of the IEEE International Conference on Systems Man and Cybernetics Vol. 5. Scopus2 |
| 1998 | Kowalczyk, R. (1998). On solving fuzzy constraint satisfaction problems with genetic algorithms. In Proceedings of the IEEE Conference on Evolutionary Computation ICEC (pp. 758-762). Scopus2 |
| 1998 | Kowalczyk, R. (1998). On linguistic approximation with genetic programming. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics Vol. 1415 (pp. 200-209). Springer Berlin Heidelberg. DOI Scopus3 |
| 1998 | Kowalczyk, R. (1998). On linguistic approximation of subnormal fuzzy sets. In Annual Conference of the North American Fuzzy Information Processing Society NAFIPS (pp. 329-333). IEEE. DOI Scopus6 |
| 1997 | Kowalczyk, R. (1997). Constraint consistent genetic algorithms. In Proceedings of the IEEE Conference on Evolutionary Computation ICEC (pp. 343-348). Scopus26 |
| 1996 | Czogala, E., & Kowalczyk, R. (1996). Investigation of selected fuzzy operations and implications for engineering. In IEEE International Conference on Fuzzy Systems Vol. 2 (pp. 879-885). Scopus6 |
| 1996 | Kowalczyk, R. (1996). Using constraint satisfaction in genetic algorithms. In Proceedings of the Australian and New Zealand Conference on Intelligent Information Systems (pp. 272-275). Scopus3 |
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Warm Starts and Goal-based Heuristics to Improve MARL Performance in Advanced Distributed Defence, Defence Innovation Partnership, 01/12/2023 - 31/12/2024
| Date | Role | Research Topic | Program | Degree Type | Student Load | Student Name |
|---|---|---|---|---|---|---|
| 2024 | Co-Supervisor | An autonomous real-time satellite tasking and dynamic resource allocation based on distributed, multi-agent deep reinforcement learning | Doctor of Philosophy | Doctorate | Full Time | Mr Mingjun Fan |
| 2024 | Principal Supervisor | Dynamic optimization of heterogeneous constellation resources | Doctor of Philosophy | Doctorate | Full Time | Mr Mohamad Abdul Hady |
| 2024 | Co-Supervisor | A hybrid intrinsic knowledge representation and reasoning in deep reinforcement learning | Doctor of Philosophy | Doctorate | Full Time | Yugu Li |
| 2023 | Co-Supervisor | Handling Dynamic Environments with Extremely Few Examples | Doctor of Philosophy | Doctorate | Full Time | Mr Naeem Paeedeh |
| 2023 | Co-Supervisor | An automated method of detecting, characterising and responding to radiation events in space | Doctor of Philosophy | Doctorate | Full Time | Miss Franke Agenbag |
| 2023 | Co-Supervisor | Onboard Dynamic Optimization of Heterogeneous Satellite Constellation Resources | Doctor of Philosophy | Doctorate | Full Time | Mr Monirul Islam Pavel |
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