Shonali is an Associate Professor in the Faculty of Information Technology at Monash University.
Shonali holds a PhD (Computer Science, 2003) and Master of Computing (1998) from Monash University, a Bachelor Science (Computer Science, 1996) from the University of Madras, India, and a Graduate Certificate in Higher Education (2006) from Monash University.
Shonali was a Senior Lecturer (2006 - 2009) and an Australian Research Council (ARC) Australian Post Doctoral (APD) Fellow (2003-2005) at Monash University.
She is Director of the Centre for Distributed Systems and Software Engineering which is one of the five research centres in the Faculty of IT. She was the Postgraduate Research Coordinator (2009 - 2010) for the Caulfield School of IT.
Shonali's research is broadly the area of Distributed, Mobile and Pervasive Computing Systems where her focus on developing intelligent applications that aim to service real-time information needs while having to function in highly dynamic and resource-constrained environments. Her specific expertise is in Mobile and Ubiquotous Data Stream Mining, Service Oriented Computing and Mobile Software Agents. She currently leads the ARC EII Taskforce on Context Aware Computing.
Shonali has proposed, developed and taught several specialist units at the post-graduate level including: Mobile Software Agents, Intelligent Software Systems, Web Services and Service Oriented Computing.
Data stream mining, Demand Response mechanisms, Wireless sensor networks
Dean, M., Guo, Y., Jun, W., Kaschek, R., Krishnaswamy, S., Sheng, Q. (eds), 2005, Web Information Systems - WISE 2005 Workshops, Springer Verlag, Berlin Germany.
Krishnaswamy, S., Zaslavsky, A., Loke, S., 2000, An Architecture to Support Distributed Data Mining Services in E-Commerce Environments, SCSSE Monash University, Clayton Vic Australia.
Krishnaswamy, S., Loke, S., Zaslavsky, A., 2000, Cost Models for Distributed Data Mining, SCSSE Monash University, Clayton Vic Australia.
Chong, S., Gaber, M.M., Krishnaswamy, S., Loke, S.W., 2011, Energy-aware data processing techniques for wireless sensor networks: A review, in Transactions on Large-Scale Data- and Knowledge-Centered Systems III, eds Abdelkader Hameurlain, Josef Kung and Roland Wagner, Springer, Berlin Germany, pp. 117-137.
Gaber, M.M., Zaslavsky, A., Krishnaswamy, S., 2010, Data stream mining, in Data Mining and Knowledge Discovery Handbook, eds Oded Maimon and Lior Rokach, Springer, New York NY USA, pp. 759-787.
Chang, C., Ling, S., Krishnaswamy, S., 2010, Research challenges in mobile web services, in Enabling Context-Aware Web Services: Methods, Architectures, and Technologies, eds Quan Z. Sheng, Jian Yu and Schahram Dustdar, CRC Press, Boca Raton FL USA, pp. 495-519.
Delir Haghighi, P., Burstein, F., Zaslavsky, A., Arbon, P.A., Krishnaswamy, S., 2010, The role of domain ontology for medical emergency management in mass gatherings, in Bridging the Socio-technical Gap in Decision Support Systems: Challenges for the Next Decade, eds Ana Respicio, Frederic Adam, Gloria Phillips-Wren, Carlos Teixeira and Joao Telhada, IOS Press, Amsterdam Netherlands, pp. 520-531.
Delir Haghighi, P., Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., 2009, Situation-aware adaptive processing (SAAP) of data streams, in Pervasive Computing: Innovations in Intelligent Multimedia and Applications, eds Aboul-Ella Hassanien, Jemal H. Abawajy, Ajith Abraham and Hani Hagras, Springer, London UK, pp. 313-338.
Gaber, M.M., Zaslavsky, A., Krishnaswamy, S., 2007, A survey of classification methods in data streams, in Data Streams Models and Algorithms, eds Charu C. Aggarwal, Springer Science+Business Media, New York USA, pp. 39-59.
Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., 2005, On-board mining of data streams in sensor networks, in Advanced Methods for Knowledge Discovery from Complex Data, eds Sanghamitra Bandyopadhyay, Ujjwal Maulik, Lawrence B Holder and Diane J Cook, Springer, USA, pp. 307-335.
Zutshi, S., Wilson, C.C., Krishnaswamy, S., Srinivasan, B., 2005, The role of relevance feedback in managing multimedia semantics: a survey, in Managing Multimedia Semantics, eds Uma Srinivasan and Surya Nepal, IRM Press, Hershey USA, pp. 288-303.
Krishnaswamy, S., Zaslavsky, A.B., Loke, S.W., 2003, Internet delivery of distributed data mining services: architectures, issues and prospects, in Architectural Issues of Web-Enabled Electronic Business, eds Nansi Shi and VK Murthy, Idea Group Publishing, Hershey USA, pp. 113-127.
Krishnaswamy, S., Loke, S., Zaslavsky, A.B., 2003, Supporting the optimisation of distributed data mining by predicting application run times, in Enterprise Information Systems IV, eds Mario Piattini, Joaquim Filipe and Jose Braz, Kluwer Academic Publishers, Dordrecht The Netherlands, pp. 142-149.
Chong, S.K., Gaber, M.M., Krishnaswamy, S., Loke, S.W., 2011, Energy conservation in wireless sensor networks: A rule-based approach, Knowledge and Information Systems [P], vol 28, issue 3, Springer London, London England, pp. 579-614.
Gunasekera, K., Loke, S.W., Zaslavsky, A., Krishnaswamy, S., 2011, Improving efficiency of service-oriented context-driven software agents, Cybernetics And Systems [P], vol 42, issue 5, Taylor & Francis, Philadelphia PA USA, pp. 324-340.
Delir Haghighi, P., Zaslavsky, A., Krishnaswamy, S., Gaber, M.M., Loke, S.W., 2009, Context-aware adaptive data stream mining, Intelligent Data Analysis [P], vol 13, issue 3, IOS Press, Amsterdam Netherlands, pp. 423-434.
Steller, L.A., Krishnaswamy, S., Gaber, M.M., 2009, Enabling scalable semantic reasoning for mobile services, International Journal On Semantic Web And Information Systems [P], vol 5, issue 2, IGI Publishing, Hershey PA USA, pp. 91-116.
Sherchan, W., Loke, S.W., Krishnaswamy, S., 2008, Explanation-aware service selection: Rationale and reputation, Service Oriented Computing and Applications, vol 2, issue 4, Springer London, Guildford United Kingdom, pp. 203-218.
Horovitz, O., Krishnaswamy, S., Gaber, M.M., 2007, A fuzzy approach for interpretation of ubiquitous data stream clustering and its application in road safety, Intelligent Data Analysis, vol 11, issue 1, IOS Press, Amsterdam Netherlands, pp. 89-108.
Price, R., Krishnaswamy, S., Arora, N., 2007, Current research in conceptual modelling of agent mobility: an ontology-based evaluation, International Journal of Metadata, Semantics and Ontologies, vol 2, issue 2, Inderscience Publishers, UK, pp. 79-93.
Muniyandi, M., Krishnaswamy, S., Srinivasan, B., 2007, Improving the quality of business and quality of experience in web services through prioritising and scheduling, International Journal of Business Process Integration and Management, vol 2, issue 3, Inderscience Publishers, Geneva Swizerland, pp. 156-171.
Gaber, M.M., Zaslavsky, A., Krishnaswamy, S., 2005, Mining data streams: a review, SIGMOD Record, vol 34, issue 2, Association for Computing Machinery Inc, New York NY USA, pp. 18-26.
Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., 2005, Resource-aware mining of data streams, Journal of Universal Computer Science, vol 11, issue 8, Springer-Verlag, Germany, pp. 1440-1453.
Loke, S.W., Krishnaswamy, S., Naing, T.T.(., 2005, Service domains for ambient services: concept and experimentation, Mobile Networks and Applications, vol 10, issue 4, Springer, Dordrecht The Netherlands, pp. 395-404.
Krishnaswamy, S., Loke, S.W., Zaslavsky, A., 2004, A hybrid model for improving response time in distributed data mining, IEEE Transactions on Systems, Man, and Cybernetics Part B: Cybernetics, vol 34, issue 6, The Institute of Electrical and Electronics Engineers, Inc., Piscataway USA, pp. 2466-2479.
Krishnaswamy, S., Loke, S.W., Zaslavsky, A., 2004, Estimating computation times of data-intensive applications, IEEE Distributed Systems Online, vol 5, issue 4, IEEE Computer Society, Los Alamitos USA, pp. 1-12.
Krishnaswamy, S.P., Zaslavsky, A.B., Loke, S.W., 2002, Techniques for estimating the computation and communicatin costs of distributed data mining, Lecture Notes in Computer Science, vol 2329, Springer Verlag, Berlin Germany, pp. 603-612.
Krishnaswamy, S.P., Loke, S.W., Zaslavsky, A.B., 2001, Knowledge elicitation through web-based data mining services, Lecture Notes in Computer Science, vol 2176, Spinger-Verlag, Berlin Germany, pp. 120-134.
Krishnaswamy, S.P., Zaslavsky, A.B., Loke, S.W., 2001, Towards data mining services on the Internet with a multiple service provider model: an XML based approach, Journal of Electronic Commerce Research, vol 2, issue 3, California State University Long Beach, California USA - Online Journal URL: www.csulb.edu/we, pp. 20-56.
Abdallah, Z., Gaber, M.M., Srinivasan, B., Krishnaswamy, S., 2012, CBARS: Cluster based classification for activity recognition systems, Advanced Machine Learning Technologies and Applications: First International Conference, Proceedings, 08 December 2012 to 10 December 2012, Springer-Verlag, Berlin Germany, pp. 82-91.
Rahayu, D.A.P., Narayanaswamy, B., Krishnaswamy, S., Labbe, C., Seetharam, D., 2012, Learning to be energy wise: Discriminative methods for load disaggregation, Proceedings of the 3rd International Conference on Future Energy Systems, 09 May 2012 to 11 May 2012, Association for Computing Machinery, New York NY USA, pp. 51-54.
Krishnaswamy, S., Gama, J.M.P., Gaber, M.M., 2012, Mobile data stream mining: From algorithms to applications, Proceedings from 2012 IEEE 13th International Conference on Mobile Data Management, 23 July 2012 to 26 July 2012, IEEE Computer Society, Los Alamitos CA USA, pp. 360-363.
Kang, Y.B., Li, Y., Krishnaswamy, S., 2012, Predicting reasoning performance using ontology metrics, The Semantic Web - ISWC 2012: 11th International Semantic Web Conference, Proceedings Part I, 11 November 2012 to 15 November 2012, Springer-Verlag, Berlin Germany, pp. 198-214.
Sherchan, W., Jayaraman, P.P., Krishnaswamy, S., Zaslavsky, A., Loke, S.W., Sinha, A., 2012, Using on-the-move mining for mobile crowdsensing, 13th International Conference on Mobile Data Management, 23 July 2012 to 26 July 2012, IEEE Computer Society, Los Alamitos CA USA, pp. 115-124.
Kang, Y., Krishnaswamy, S., Zaslavsky, A., 2011, A case retrieval approach using similarity and association knowledge, Proceedings of the On the Move Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, 17 October 2011 to 21 October 2011, Springer-Verlag, Berlin Germany, pp. 218-235.
Kang, Y., Krishnaswamy, S., Zaslavsky, A., 2011, A retrieval strategy using the integrated knowledge of similarity and associations, Proceedings of the 16th International Conference on Database Systems for Advanced Applications, Part II, 22 April 2011 to 25 April 2011, Springer-Verlag, Berlin Germany, pp. 16-30.
Nair, N., Ramakrishnan, G., Krishnaswamy, S., 2011, Enhancing activity recognition in smart homes using feature induction, Proceedings of the 13th International Conference on Data Warehousing and Knowledge Discovery, 29 August 2011 to 02 September 2011, Springer-Verlag, Berlin Germany, pp. 406-418.
Chang, C., Ling, S., Krishnaswamy, S., 2011, ProMWS: Proactive mobile web service provision using context-awareness, Proceedings of the 2011 IEEE International Conference on Pervasive Computing and Communications Workshops, 21 March 2011, IEEE, Piscataway NJ USA, pp. 69-74.
Kang, Y., Krishnaswamy, S., Zaslavsky, A., 2011, Retrieval in CBR using a combination of similarity and association knowledge, Proceedings of the 7th International Conference on Advanced Data Mining and Applications, Part I, 17 December 2011 to 19 December 2011, Springer-Verlag, Berlin Germany, pp. 1-14.
Delir Haghighi, P., Krishnaswamy, S., 2011, Role of context-awareness for demand response mechanisms, Proceedings of the First International Conference on Information and Communication on Technology for the Fight against Global Warming, 29 August 2011 to 02 September 2011, Springer-Verlag, Berlin Germany, pp. 136-149.
Markham, S.J., Krishnaswamy, S., Hurst, A.J., Cunningham, S., Gillick, B.J., 2011, The human dimension in implementing educational technology, Proceedings of Global Learn Asia Pacific 2011, 28 March 2011 to 01 April 2011, Association for the Advancement of Computing in Education, Chesapeake VA USA, pp. 174-179.
Sagen, A.H., Labbe, C., Gaber, M.M., Krishnaswamy, S., Waluyo, A.B., Loke, S.W., 2010, A data clustering approach to energy conservation in wireless sensor networks, Proceedings of the Workshop on Ubiquitous Data Mining, 16 August 2010, Laboratory of Artificial Intelligence and Decision Support (LIAAD), Porto Portugal, pp. 13-17.
Kang, Y., Zaslavsky, A., Krishnaswamy, S., Bartolini, C., 2010, A knowledge-rich similarity measure for improving IT incident resolution process, Proceedings of the 2010 ACM Symposium on Applied Computing, 22 March 2010 to 26 March 2010, Association for Computing Machinery, New York NY USA, pp. 1781-1788.
Gaber, M.M., Krishnaswamy, S., Gillick, B.J., Nicoloudis, N.J., Liono, J., Zaslavsky, A., 2010, Adaptive clutter-aware visualization for mobile data stream mining, Proceedings of the Twenty-Second International Conference on Tools with Artificial Intelligence, 27 October 2010 to 29 October 2010, IEEE Computer Society, Los Alamitos CA USA, pp. 304-311.
Gillick, B.J., Altaiar, H., Krishnaswamy, S., Liono, J., Nicoloudis, N.J., Sinha, A., Zaslavsky, A., Gaber, M.M., 2010, Clutter-adaptive visualization for mobile data mining [Demo Paper], Proceedings of the 2010 IEEE International Conference on Data Mining Workshops, 14 December 2010 to 17 December 2010, IEEE Computer Society, Los Alamitos CA USA, pp. 1381-1384.
Hu, P., Chong, S., Indulska, J., Krishnaswamy, S., 2010, Context-aware and resource efficient sensing infrastructure for context-aware applications, Proceedings of the 8th IEEE International Conference on Pervasive Computing and Communications (PERCOM Workshops), 02 April 2010, IEEE, Los Alamitos CA USA, pp. 492-498.
Delir Haghighi, P., Burstein, F., Al-Taiar, H., Arbon, P.A., Krishnaswamy, S., 2010, Ontology-based service-oriented architecture for emergency management in mass gatherings, Proceedings of the IEEE International Conference on Service-Oriented Computing and Applications, 13 December 2010 to 15 December 2010, IEEE Computer Society, Los Alamitos CA USA, pp. 1-7.
Rahayu, D., Krishnaswamy, S., Labbe, C., Alahakoon, O.V.R., 2010, RnR: A system for extracting rationale from online reviews and ratings [Demo Paper], Proceedings of the 8th International Conference on Service-Oriented Computing, 07 December 2010 to 10 December 2010, Springer-Verlag, Berlin Germany, pp. 717-718.
Rahayu, D., Krishnaswamy, S., Alahakoon, O.V.R., Labbe, C., 2010, RnR: Extracting rationale from online reviews and ratings, Proceedings of the 2010 IEEE International Conference on Data Mining Workshops, 14 December 2010, IEEE Computer Society, Los Alamitos CA USA, pp. 358-368.
Gunasekera, K., Zaslavsky, A., Krishnaswamy, S., Loke, S.W., 2010, Service oriented context-aware software agents for greater efficiency, Proceedings of the 4th KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications, 23 June 2010 to 25 June 2010, Springer-Verlag, Berlin Germany, pp. 62-71.
Delir Haghighi, P., Gillick, B.J., Krishnaswamy, S., Gaber, M.M., Zaslavsky, A., 2010, Situation-aware adaptive visualization for sensory data stream mining, Proceedings of the Second International Workshop on Knowledge Discovery from Sensor Data, 24 August 2008 to 27 August 2008, Springer-Verlag, Berlin Germany, pp. 43-58.
Rahayu, D., Krishnaswamy, S., Labbe, C., Alahakoon, O.V.R., 2010, Web services for analysing and summarising online opinions and reviews, Proceedings of the Third European Conference Towards a Service-Based Internet (ServiceWave 2010), 13 December 2010 to 15 December 2010, Springer-Verlag, Berlin Germany, pp. 136-149.
Krishnaswamy, S., Markham, S.J., Hurst, A.J., Cunningham, S., Saeedzadeh, B., Gillick, B.J., Labbe, C., 2010, iCALT: Intelligent context-aware learning and teaching environment, Proceedings of the 10th IEEE International Conference on Advanced Learning Technologies, 05 July 2010 to 07 July 2010, IEEE Computer Society, Los Alamitos CA USA, pp. 352-354.
Kang, Y., Zaslavsky, A., Krishnaswamy, S., Bartolini, C., 2009, A computer-facilitated method for matching incident cases using semantic similarity measurement, Proceedings of the 2009 IFIP/IEEE International Symposium on Integrated Network Management - Workshops, 01 June 2009, IEEE, Piscataway NJ USA, pp. 10-19.
Steller, L.A., Krishnaswamy, S., Gaber, M.M., 2009, A weighted approach to partial matching for mobile reasoning, Proceedings of the 8th International Semantic Web Conference, 25 October 2009 to 29 October 2009, Springer Verlag, Berlin Germany, pp. 618-633.
Gunasekera, K., Zaslavsky, A., Krishnaswamy, S., Loke, S.W., 2009, Component based approach for composing adaptive mobile agents, Proceedings of the Third KES International Symposium on Agent and Multi-agent Systems: Technologies and Applications, 03 June 2009 to 05 June 2009, Springer-Verlag, Berlin Germany, pp. 90-99.
Steller, L.A., Krishnaswamy, S., Gaber, M.M., 2009, Cost efficient, adaptive reasoning strategies for pervasive service discovery, Proceedings of the 2009 International Conference on Pervasive Services, 13 July 2009 to 16 July 2009, Association for Computing Machinery, London UK, pp. 11-20.
Steller, L.A., Krishnaswamy, S., 2009, Efficient mobile reasoning for pervasive discovery, Proceedings of the 2009 ACM Symposium on Applied Computing, 08 March 2009 to 12 March 2009, Association for Computing Machinery, New York NY USA, pp. 1247-1251.
Delir Haghighi, P., Zaslavsky, A., Krishnaswamy, S., Gaber, M.M., 2009, Mobile data mining for intelligent healthcare support, Proceedings of the 42nd Annual Hawai'i International Conference on System Sciences, 05 January 2009 to 08 January 2009, IEEE Computer Society, Los Alamitos CA USA, pp. 1-10.
Gunasekera, K., Loke, S.W., Zaslavsky, A., Krishnaswamy, S., 2009, Runtime adaptation of multiagent systems for ubiquitous environments, Proceedings of the 2009 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 15 September 2009 to 18 September 2009, IEEE Computer Society, Los Alamitos CA USA, pp. 486-490.
Gunasekera, K., Krishnaswamy, S., Loke, S.W., Zaslavsky, A., 2009, Runtime efficiency of adaptive mobile software agents in pervasive computing environments, Proceedings of the 2009 International Conference on Pervasive Services, 13 July 2009 to 16 July 2009, Association for Computing Machinery, London UK, pp. 123-131.
Kang, Y., Zaslavsky, A., Krishnaswamy, S., Bartolini, C., 2008, A personalization approach for problem management, Proceedings of the 15th Annual Workshop of HP Software University Association, 22 June 2008 to 25 June 2008, Al Akhawayn University, Ifrane Morocco, pp. 269-274.
Steller, L.A., Krishnaswamy, S., Cuce, S., Newmarch, J., Loke, S.W., 2008, A weighted approach for optimised reasoning for pervasive service discovery using semantics and context, Proceedings of the Tenth International Conference on Enterprise Information Systems, 12 June 2008 to 16 June 2008, Institute for Systems and Technologies of Information, Control and Communication (INSTICC), Setubul Portugal, pp. 113-118.
Chong, S.K., Gaber, M.M., Loke, S.W., Krishnaswamy, S., 2008, ARTS: Adaptive rule triggers on sensors for energy conservation in applications using coarse-granularity data, Proceedings of the 2008 International Conference on Embedded Software and Systems, 29 July 2008 to 31 July 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 314-321.
Gunasekera, K., Zaslavsky, A., Loke, S.W., Krishnaswamy, S., 2008, Context driven compositional adaptation of mobile agents, Workshop Proceedings of the 9th International Conference on Mobile Data Management, 27 April 2008 to 30 April 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 201-208.
Sherchan, W., Krishnaswamy, S., Loke, S.W., 2008, EADRM: A framework for explanation-aware distributed reputation management of web services, Proceedings of the 3rd IEEE Asia-Pacific Services Computing Conference, 09 December 2008 to 12 December 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 560-567.
Sherchan, W., Krishnaswamy, S., Loke, S.W., 2008, Explaining reputation for informed web services selection, Proceedings of the 2008 IEEE International Conference on Web Services, 23 September 2008 to 26 September 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 805-806.
Kang, Y., Zaslavsky, A., Krishnaswamy, S., 2008, Help-desk agent recommendation system based on three-layered user profile, Workshop Proceedings of the ECAI'08 Workshop on Recommender Systems, 22 July 2008, University of Patras, Patras Greece, pp. 49-52.
Steller, L.A., Krishnaswamy, S., 2008, Optimised mobile reasoning for pervasive service discovery, Proceedings of the 2008 IEEE International Conference on Web Services, 23 September 2008 to 26 September 2008, IEEE Computer Society, Los Alamitos CA USA, pp. 789-790.
Steller, L.A., Krishnaswamy, S., 2008, Optimised semantic reasoning for pervasive service discovery, Proceedings of the 6th International Conference on Service-Oriented Computing (ICSOC 2008), 1 December 2008 to 5 December 2008, Springer-Verlag, Berlin Germany, pp. 620-625.
Steller, L.A., Krishnaswamy, S., 2008, Pervasive service discovery: mTableaux mobile reasoning, Proceedings of I-Semantics 2008 International Conference on Semantic Systems, 03 September 2008 to 05 September 2008, Journal of Universal Computer Science, Graz Austria, pp. 93-101.
Delir Haghighi, P., Krishnaswamy, S., Zaslavsky, A., Gaber, M.M., 2008, Reasoning about context in uncertain pervasive computing environments, Proceedings of the Third European Conference on Smart Sensing and Context (EuroSSC 2008), 29 October 2008 to 31 October 2008, Springer-Verlag, Berlin Germany, pp. 112-125.
Chong, S.K., Krishnaswamy, S., Loke, S.W., Gaber, M.M., 2008, Using association rules for energy conservation in wireless sensor networks, Proceedings of the 2008 ACM Symposium on Applied Computing, 16 March 2008 to 20 March 2008, Association for Computing Machinery, New York NY USA, pp. 971-975.
Haghighi, P.D., Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., Loke, S.W., 2007, An architecture for context-aware adaptive data stream mining, Proceedings of the International Workshop on Knowledge Discovery from Ubiquitous Data Streams, 17 September 2007, IWKDUDS, http://www.ecmlpkdd2007.org/CD/workshops/IWKDUDS/workshop_print.pdf, pp. 117-128.
Salim, F.D., Loke, S.W., Rakotonirainy, A., Srinivasan, B., Krishnaswamy, S., 2007, Collision pattern modeling and real-time collision detection at road intersections, Proceedings of the 2007 IEEE Intelligent Transportation Systems Conference, 30 September 2007 to 3 October 2007, IEEE Computer Society, Los Alamitos CA USA, pp. 161-166.
Chong, S.K., McCauley, I., Loke, S.W., Krishnaswamy, S., 2007, Context-aware sensors and data muling, Proceedings of Context-Awareness for Self-Managing Systems (Devices, Applications and Networks) International Workshop (CASEMANS 2007), 13 May 2007, VDE VERLAG GMBH, Berlin Germany, pp. 103-117.
Salim, F.D., Loke, S.W., Rakotonirainy, A., Krishnaswamy, S., 2007, Simulated intersection environment and learning of collision and traffic data in the U&I aware framework, Proceedings of the 4th International Conference on Ubiquitous Intelligence and Computing (UIC 2007), 11 July 2007 to 13 July 2007, Springer Verlag, Berlin Germany, pp. 153-162.
Salim, F.D., Loke, S.W., Rakotonirainy, A., Krishnaswamy, S., 2007, U&I Aware: A framework using data mining and collision detection to increase awareness for intersection users, Proceedings of the 21st International Conference on Advanced Information Networking and Applications Workshops/Symposia, 21 May 2007 to 23 May 2007, IEEE Computer Society, Los Alamitos CA USA, pp. 530-535.
Sherchan, W., Loke, S.W., Krishnaswamy, S., 2006, A fuzzy model for reasoning about reputation in web services, Proceedings of the 2006 ACM Symposium on Applied Computing, 23 April 2006 to 27 April 2006, ACM Press, New York NY USA, pp. 1886-1892.
Haghighi, P.D., Zaslavsky, A., Krishnaswamy, S., 2006, An evaluation of query languages for context-aware computing, Proceedings of the Seventeenth International Workshop on Database and Expert Systems Applications (DEXA 2006), 04 September 2006 to 08 September 2006, IEEE Computer Society, Los Alamitos USA, pp. 455-459.
Steller, L.A., Krishnaswamy, S., Newmarch, J., 2006, Discovering relevant services in pervasive environments using semantics and context, Proceedings of the 3rd International Workshop on Ubiquitous Computing, 23 May 2006, INSTICC Press, Setubal Portugal, pp. 3-12.
Baruwal Chhetri, M.B., Price, R., Krishnaswamy, S., Loke, S.W., 2006, Ontology-based agent mobility modelling, Proceedings of the 39th Annual Hawaii International Conference on System Sciences, 04 January 2006 to 07 January 2006, IEEE Computer Society, Los Alamitos USA, pp. 45-54.
Sherchan, W., Loke, S.W., Krishnaswamy, S., 2006, Towards explanation-aware selection in Internet-scale infrastructures: generating rationale for web services ratings and reputation, Workshop Proceedings of the Tenth International EDOC Conference, 16 October 2006 to 20 October 2006, The Hong Kong Polytechnic University, Hong Kong China, pp. 1-10.
Gillick, B.J., Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., 2006, Visualisation of cluster dynamics and change detection in ubiquitous data stream mining, Proceedings of the 3rd International Workshop on Knowledge Discovery from Data Streams, 29 June 2006, KdUbiq-WG3, http://www.cs.cmu.edu/%7Ejroure/iwkdds/acceptedpapters.html, pp. 1-10.
Gillick, B.J., Krishnaswamy, S., Gaber, M.M., Zaslavsky, A., 2006, Visualisation of fuzzy classification of data elements in Ubiquitous data stream mining, Proceedings of the 3rd International Workshop on Ubiquitous Computing, 23 May 2006, INSTICC Press, Setubal Portugal, pp. 29-38.
Chong, S.K., Krishnaswamy, S., Loke, S.W., 2005, A context-aware approach to conserving energy in wireless sensor networks, Proceedings of the 3rd International Conference on Pervasive Computing and Communications Workshops, 08 March 2005 to 12 March 2005, IEEE Computer Society, Los Alamitos CA USA, pp. 401-405.
Horovitz, O., Krishnaswamy, S., Gaber, M.M., 2005, A fuzzy approach for interpretation and application of ubiquitous data stream clustering, Proceedings of the Second International Workshop on Knowledge Discovery from Data Streams, 03 October 2005 to 07 October 2005, University of Porto, Porto Portugal, pp. 1-12.
Bramantoro, A., Krishnaswamy, S., Indrawan, M.T., 2005, A semantic distance measure for matching web services, Proceedings of the WISE 2005 International Workshops on Web Information Systems Engineering (WISE 2005), 20 November 2005 to 22 November 2005, Springer-Verlag, Berlin Germany, pp. 217-226.
Salim, F.D., Krishnaswamy, S., Loke, S.W., Rakotonirainy, A., 2005, Context-aware ubiquitous data mining based agent model for intersection safety, Proceedings of the EUC 2005 Workshops: UISW, NCUS, SecUbiq, USN, and Taues (EUC 2005), 6 December 2005 to 9 December 2005, Springer-Verlag, Berlin Germany, pp. 61-70.
Powles, A.K., Krishnaswamy, S., 2005, Extending UDDI with recommendations: an association analysis approach, Proceedings of the Joint Workshop on Web Services and Model-Driven Enterprise Information Systems, 24 May 2005 to 25 May 2005, INSTICC Press, Portugal, pp. 45-54.
Muniyandi, M., Srinivasan, B., Krishnaswamy, S., 2005, Filter-Predict-Schedule: balancing the needs of users and web service providers, Proceedings of the 7th International Conference on Information Integration and Web-based Applications and Services, 19 September 2005 to 21 September 2005, Austrian Computer Society, Vienna Austria, pp. 35-46.
Horovitz, O., Gaber, M.M., Krishnaswamy, S., 2005, Making sense of ubiquitous data streams - a fuzzy logic approach, Proceedings of the 9th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2005), 14 September 2005 to 16 September 2005, Springer-Verlag, Berlin Germany, pp. 922-928.
To, H.H., Krishnaswamy, S., Srinivasan, B., 2005, Mobile agents for network management: when and when not!, Proceedings of the 2005 ACM Symposium on Applied Computing, 13 March 2005 to 17 March 2005, ACM Press, New York NY USA, pp. 47-53.
Sherchan, W., Krishnaswamy, S., Loke, S.W., 2005, Relevant past performance for selecting web services, Proceedings of the Fifth International Conference on Quality Software, 19 September 2005 to 20 September 2005, IEEE Computer Society, Los Alamitos USA, pp. 439-445.
Shah, R., Krishnaswamy, S., Gaber, M.M., 2005, Resource-aware Very Fast K-Means for ubiquitous data stream mining, Proceedings of the Second International Workshop on Knowledge Discovery from Data Streams, 03 October 2005 to 07 October 2005, on the web, http://www.niaad.liacc.up.pt/~jgama/wkdds, pp. 1-10.
Agarwal, I., Krishnaswamy, S., Gaber, M.M., 2005, Resource-aware ubiquitous data stream querying, Proceedings of the International Conference on Information and Automation, 15 December 2005 to 18 December 2005, University of Moratuwa, Colombo Sri Lanka, pp. 404-411.
Chong, S.K., Loke, S.W., Krishnaswamy, S., 2005, Wireless sensor networks: from data to context to energy saving, Proceedings of the International Workshop on Ubiquitous Data Management, 4 April 2005, IEEE Computer Society, Los Alamitos USA, pp. 33-40.
Gaber, M.M., Zaslavsky, A., Krishnaswamy, S., 2004, A cost-efficient model for ubiquitous data stream mining, Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 04 July 2004 to 09 July 2004, Casa Editrice Universita' La Sapienza, Roma Italy, pp. 747-754.
Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., 2004, A wireless data stream mining model, Proceedings of the 3rd International Workshop on Wireless Information Systems, 13 April 2004 to 14 April 2004, INSTICC Press, Portugal, pp. 152-160.
Shiang, C.W., Loke, S.W., Krishnaswamy, S., Ling, S., 2004, Adding flexibility to a room booking system using argumentation-inspired negotiations as mediated by mobile agents, Proceedings of the 2004 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 20 September 2004 to 24 September 2004, IEEE Computer Society Press, Los Alamitos USA, pp. 401-404.
Soe, T.A., Krishnaswamy, S., Loke, S.W., Indrawan, M.T., Sethi, D., 2004, AgentUDM: a mobile agent based support infrastructure for Ubiquitous Data Mining, Proceedings of the 18th International Conference on Advanced Information Networking and Applications, 29 March 2004 to 31 March 2004, IEEE Computer Society, Los Alamitos USA, pp. 256-259.
Chhetri, M.B., Krishnaswamy, S., Markham, S.J., Hurst, A.J., Casey, D.P., 2004, An agent supported virtual educational environment, Proceedings of The Sixth International Conference on Information Integration and Web-based Applications & Services, 27 September 2004 to 29 September 2004, Austrian Computer Society, Indonesia, pp. 603-612.
Gillick, B.J., Krishnaswamy, S., Loke, S.W., 2004, BlueM: mobile agents over Bluetooth for ad-hoc services, Proceedings of the 2004 International Conference on Intelligent Agents, Web Technologies and Internet Commerce, 12 July 2004 to 14 July 2004, University of Canberra, Canberra ACT Australia, pp. 441-454.
Chuah, S.H., Loke, S.W., Krishnaswamy, S., Sumartono, A., 2004, CALMA: Context-Aware Lightweight Mobile BDI Agents for ubiquitous computing, Proceedings of the Workshop on Agents for Ubiquitous Computing, 20 July 2004 to 20 July 2004, Ubiagents 2004 workshop (online publication), http://www.ift.ulaval.ca/~mellouli/ubiagents04/, pp. 1-8.
Gaber, M.M., Krishnaswamy, S., Zaslavsky, A., 2004, Cost-efficient mining techniques for data streams, Proceedings of the Second Workshop on Australasian Information Security, Data Mining and Web Intelligence, and Software Internationalisation, 18 January 2004 to 22 January 2004, Australian Computer Society Inc., Sydney NSW Australia, pp. 109-114.
Sutandiyo, W., Chhetri, M.B., Krishnaswamy, S., Loke, S.W., 2004, Experiences with software engineering of mobile agent applications, Proceedings of the 2004 Australian Software Engineering Conference, 13 April 2004 to 16 April 2004, IEEE Computer Society, Los Alamitos USA, pp. 339-348.
Sumartono, A., Krishnaswamy, S., Loke, S.W., Chuah, S.H., 2004, Mobile BDI agent-driven interactions with web services, Proceedings of the 2004 International Conference on Intelligent Agents, Web Technologies and Internet Commerce, 12 December 2004 to 14 December 2004, University of Canberra, Canberra ACT Australia, pp. 455-466.
Chhetri, M.B., Loke, S.W., Krishnaswamy, S., 2004, Mobile agents as smart virtual counterparts, Proceedings of the 18th International Conference on Advanced Information Networking and Applications, 29 March 2004 to 31 March 2004, IEEE Computer Society, Los Alamitos CA USA, pp. 270-273.
Krishnaswamy, S., Markham, S.J., Chhetri, M.B., Hurst, A.J., Casey, D.P., 2004, PIAVEE - a pedagogy-independent education environment, Proceedings of the IEEE International Conference on Advanced Learning Technologies, 30 August 2004 to 01 September 2004, IEEE Computer Society, Los Alamitos USA, pp. 440-444.
Krishnaswamy, S., Markham, S.J., Chhetri, M.B., Hurst, A.J., Casey, D.P., 2004, Pedagogical views of a virtual educational system, Proceedings of the International Conference on Computers in Education 2004, 30 November 2004 to 03 December 2004, Common Ground Publishing Pty Ltd, Altona Vic Australia, pp. 1293-1298.
Kalepu, S., Krishnaswamy, S., Loke, S.W., 2004, Reputation = f(User Ranking, Compliance, Verity), Convergence of Web Services, Grid Computing, e-Business and Autonomic Computing: Proceedings of the 2004 IEEE International Conference on Web Services, 06 July 2004 to 09 July 2004, IEEE Computer Society, Los Alamitos USA, pp. 200-207.
Brooks, C., Krishnaswamy, S., 2004, Resource monitoring to support mobile agents in pervasive computing, Proceedings of the 2004 International Conference on Intelligent Agents, Web Technologies, and Internet Commerce, 12 July 2004 to 14 July 2004, University of Canberra, Canberra ACT Australia, pp. 154-165.
Gaber, M.M., Zaslavsky, A., Krishnaswamy, S., 2004, Resource-aware knowledge discovery in data streams, Proceedings of the First International Workshop on Knowledge Discovery in Data Streams, 24 September 2004 to 24 September 2004, ECML/PKDD 2004 conference (online publication), http://ecmlpkdd.isti.cnr.it/workshops.html#track52, pp. 32-44.
Baruwal Chhetri, M., Krishnaswamy, S., Loke, S.W., 2004, Smart virtual counterparts for learning communities, Proceedings of the WISE 2004 International Workshops on Web Information Systems (WISE 2004), 22 November 2004 to 24 November 2004, Springer-Verlag Berlin, Berlin Germany, pp. 125-134.
Gaber, M.M., Zaslavsky, A., Krishnaswamy, S., 2004, Towards an adaptive approach for mining data streams in resource constrained environments, Proceedings of the 6th International Conference on Data Warehousing and Knowledge Discovery (DaWaK 2004), 1 September 2004 to 3 September 2004, Springer-Verlag Berlin, Berlin Germany, pp. 189-198.
Price, R., Krishnaswamy, S., Loke, S.W., Chhetri, M.B., 2004, Towards an ontology for agent mobility, Proceedings of the ER 2004 Workshops CoMoGIS, CoMWIM ECDM, CoMoA, DGOV, and eCOMO: Conceptual Modeling for Advanced Application Domains, 8 November 2004 to 12 November 2004, Springer-Verlag, Berlin Germany, pp. 484-495.
Salim, F.D., Price, R., Krishnaswamy, S., Indrawan, M.T., 2004, UML documentation support for XML schema, Proceedings of the 2004 Australian Software Engineering Conference, 13 April 2004 to 16 April 2004, IEEE Computer Society, Los Alamitos USA, pp. 211-220.
Krishnaswamy, S., Zaslavsky, A.B., Loke, S.W., 2003, A hybrid model for optimising distributed data mining, Proceedings of the 5th International Workshop on Distributed Computing (IWDC 2003), 27 December 2003 to 30 December 2003, Springer-Verlag, NY USA, pp. 300-310.
Gaber, M.M., Krishnaswamy, S., Zaslavsky, A.B., 2003, Adaptive mining techniques for data streams using algorithm output granularity, Proceedings of the 2nd Australasian Data Mining Workshop, 08 December 2003 to 12 December 2003, The University of Technology, Sydney NSW Australia, pp. 199-215.
Krishnaswamy, S., 2003, Delivering distributed data mining e-services, Proceedings of the Third International Conference on Intelligent Systems Design and Applications, 10 August 2003 to 13 August 2003, Springer-Verlag, Berlin Germany, pp. 569-578.
Krishnaswamy, S., Loke, S.W., Zaslavsky, A.B., 2003, Efficient prediction of quality of service for data mining web services, Proceedings of the Third International Conference on Electronic Business, 09 December 2003 to 13 December 2003, National University of Singapore, Singapore, pp. 1-8.
Krishnaswamy, S., Zaslavsky, A.B., Loke, S.W., 2003, Estimating computation times in data intensive e-services, Proceedings of the 4th International Conference on Web Information Systems Engineering, 10 December 2003 to 12 December 2003, IEEE Computer Society, Los Alamitos USA, pp. 72-80.
Sutandiyo, W., Baruwal Chhetri, M., Krishnaswamy, S., Loke, S.W., 2003, From m-GAIA to Grasshopper: engineering mobile agent applications, Proceedings of the Fifth International Conference on Information Integration and Web-based Applications & Services, 15 September 2003 to 17 September 2003, Austrian Computer Society, Vienna Austria, pp. 205-214.
Zutshi, S., Wilson, C., Krishnaswamy, S., Srinivasan, B., 2003, Modelling relevance feedback using Rough Sets, Proceedings of the Fifth International Conference on Advances in Pattern Recognition, 10 December 2003 to 13 December 2003, Allied Publishers Pvt. Ltd, New Delhi India, pp. 495-499.
Padovitz, A., Loke, S.W., Krishnaswamy, S., 2003, Performance evaluation of models for dynamic selection of web services, Proceedings of the Eleventh International Conference on Advanced Computing & Communications, 17 December 2003 to 20 December 2003, PSG College of Technology, Coimbatore India, pp. 1-20.
Indrawan, M.T., Krishnaswamy, S., Sethi, D., 2003, Supporting database retrieval operations in a mobile enviroment, Proceedings of the International Conference on Advances in Mobile Multimedia, 15 September 2003 to 17 September 2003, Oesterrichsche Computer Gesellschaft, Jakarta INDONESIA, pp. 75-83.
Krishnaswamy, S., Loke, S.W., 2003, Towards datacentric grid services: cost estimable skeleton-based data intensive computations executed using mobile agents, Proceedings of the First International Workshop on Knowledge Grid and Grid Intelligence, 13 October 2003 to 13 October 2003, Department of Mathematics and Computing Science, Saint Mary's University, Halifax Canada, pp. 157-170.
Indrawan, M.T., Krishnaswamy, S., Ranjan, T., 2003, Using mobile agents to support unreliable database retrieval operations, Proceedings of the 17th International Conference on Advanced Information Networking and Applications, 27 March 2003 to 29 March 2003, IEEE Computer Society, Los Alamitos CA USA, pp. 538-541.
Krishnaswamy, S.P., See, E.P., Ho, J.N., Gunawan, W., 2002, An XML specification language to support a virtual Marketplace of data mining E-services, Proceedings of the 3rd International Conference on Web Information Systems Engineering (Workshops), 11 December 2002 to 11 December 2002, IEEE Computer Society, Los Alamitos USA, pp. 194-203.
Krishnaswamy, S.P., Loke, S.W., Zaslavsky, A.B., 2002, Application run time estimation: a quality of service metric for web-based data mining services, Proceedings of the 17th Annual ACM Symposium on Applied Computing, 14 October 2002 to 16 October 2002, ACM Press, New York USA, pp. 1153-1159.
Krishnaswamy, S.P., Zaslavsky, A.B., Loke, S.W., 2002, Predicting run times of applications using rough sets, Proceedings of the 9th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, 01 July 2002 to 05 July 2002, ESIA Universite de Savoie, Annecy FRANCE, pp. 455-469.
Krishnaswamy, S.P., Loke, S.W., Zaslavsky, A.B., 2002, Supporting the optimisation of distributed data mining by predicting application run times, Proceedings of the Fourth International Conference on Enterprise Information Systems, 03 April 2002 to 06 April 2002, ICEIS Press, Ciudad Real SPAIN, pp. 374-381.
Krishnaswamy, S.P., Loke, S.W., Zaslavsky, A.B., 2002, Towards anytime anywhere data mining E-services, Proceedings of the Australasian Data Mining Workshop, 03 December 2002 to 03 December 2002, University of Technology Sydney, Sydney NSW Australia, pp. 47-56.
Krishnaswamy, S.P., Zaslavsky, A.B., Loke, S.W., 2001, Federated data mining services and a supporting XML-based language, Proceedings of the Thirty-Fourth Annual Hawaii International Conference on System Sciences, 03 January 2001 to 06 January 2001, IEEE Computer Society, Los Alamitos USA, pp. 1-10.
Krishnaswamy, S., Zaslavsky, A., Loke, S., 2000, An Architecture to Support Distributed Data Mining Services in E-Commerce Environments, Proceedings of the Second International Workshop on Advanced Issues of E-Commerce and Web-Based Information Systems (WECWIS 2000), California USA, 8-9 June 2000, IEEE Computer Society, California USA, pp. 239-246.
Krishnaswamy, S., Loke, S., Zaslavsky, A., 2000, Cost Models for Distributed Data Mining, Proceedings of the 12th International Conference on Software Engineering & Knowledge Engineering (SEKE 2000), Chicago USA, 6-8 July 2000, Knowledge Systems Institute, IL USA, pp. 31-38.
Krishnaswamy, S., Zaslavsky, A., 1999, A Rule Measure to Represent the Temporal Changes of Data Mining Patterns, Proceedings of the Workshop on Computer Science and Information Technologies CSIT '99, Moscow RUSSIA, January 18-22, 1999, University of MEPhI Publishing, Moscow RUSSIA, pp. 149-156.
Krishnaswamy, S., Zaslavsky, A., 1999, Using Knowledge Discovery for Database Schema Refinement, Proceedings of the 32nd Ann. Hawaii Int. Conf. on System Sciences Abstracts and CD-Rom of Full Papers, Mauii USA, January 5-8, 1999, IEEE, Inc., New Jersey USA.
Krishnaswamy, S., Zaslavsky, A., 1998, Activating a Passive Database Using Knowledge Disovery Techniques, Proceedings of the 9th Int. Conf. on Computing and Information '98, Winnipeg Canada, 17-20 June 1998, University of Manitoba and T R Labs, Winnipeg Canada, pp. 17-24.
Chong, S.K., Gaber, M.M., Krishnaswamy, S., Loke, S.W., 2008, A rule learning approach to energy efficient clustering in wireless sensor networks, Proceedings of the Second International Conference on Sensor Technologies and Applications, IEEE Computer Society, Los Alamitos CA USA.
Gunasekera, K., Zaslavsky, A., Krishnaswamy, S., Loke, S.W., 2008, VERSAG: Context-aware adaptive mobile agents for the semantic web, Proceedings of the 32nd Annual IEEE International Computer Software and Applications Conference, IEEE Computer Society, Los Alamitos CA USA.
Krishnaswamy, S., 1998, Enhancing Database Schema With Rules Generated from Knowledge Discovery Tools.
Shonali teaches the following unit/s in the Faculty of IT;
Academic awards (national, international)
IBM Innovation Award 2008
Unstructured Information Management Architecture -UIMA
IBM
Vice Chancellor's Award for Excellence 2008
Early Career Researcher
Monash
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