The School of Computing

Profile

Dr Mohamed Medhat Gaber has research interests in data stream mining, wireless sensor networks, context-aware computing and health informatics. He received his PhD from Monash University, Australia in 2006. He then held appointments with the University of Sydney, CSIRO, and Monash University. Mohamed is currently a senior lecturer in the School of Computing, University of Portsmouth, UK.

Selected Publications

Edited Books

Gaber M. M. (Ed), Scientific Data Mining and Knowledge Discovery: Principles and Foundations, a book published by Springer Verlag, ISBN: 978-3-642-02787-1, 2009.

Ganguly A., Gama J., Omitaomu O., Gaber M. M., Vatsavai R. R. (Eds), Knowledge Discovery from Sensor Data, a book published by CRC Press, ISBN 1420082329, 9781420082326, 2008.

Gama J., and Gaber M. M. (Eds), Learning from Data Streams: Processing Techniques in Sensor Networks, a book published by Springer Verlag, ISBN 3540736786, 9783540736783, 2007.

Book Chapters

Gaber M. M., Data Stream Mining Using Granularity-based Approach, a book chapter in Foundations of Computational Intelligence – Volume 6, Abraham A., Hassanien A., Carvalho A., and Snase V. (Eds), Volume 206/2009, pp. 47-66, ISSN 1860-949X (Print) 1860-9503 (Online), ISBN 978-3-642-01090-3, Springer Berlin/Heidelberg, Germany, 2009.

Haghighi P. D., Gaber M. M., Krishnaswamy S., Zaslavsky A., Situation-Aware Adaptive Processing of Data Streams in Pervasive Computing Environments, a book chapter in the forthcoming book: Pervasive Computing: Innovations in Intelligent Multimedia and Applications, (Eds) Hassanien A., Abawajy J., Abraham A., Hagras H., Springer Verlag, 2009, ISBN: 978-1-84882-598-7

Gaber M. M., Data Stream Processing in Sensor Networks, a book chapter in Learning from Data Streams: Processing Techniques in Sensor Networks (Eds., Gama J., Gaber M. M.), pp. 41-48, Springer Verlag, ISBN 3540736786, 9783540736783, 2007.

Gaber, M, M., Zaslavsky, A., and Krishnaswamy, S., A Survey of Classification Methods in Data Streams, an invited chapter in the book Data Streams: Models and Algorithms, (Ed.) Charu Aggarwal, pp. 39-59, 978-0-387-28759-1 (Print) 978-0-387-47534-9 (Online), Springer Verlag, 2007.

Gaber, M, M., Krishnaswamy, S., and Zaslavsky, A., On-board Mining of Data Streams in Sensor Networks, a book chapter in Advanced Methods of Knowledge Discovery from Complex Data, (Eds.) Sanghamitra Badhyopadhyay, Ujjwal Maulik, Lawrence Holder and Diane Cook, pp. 307-335, Springer Verlag, 978-1-85233-989-0 (Print) 978-1-84628-284-3 (Online), 2005.

Journal Articles

Gaber M. M., Röhm U., Herink K., An Analytical Study of Central and In-network Data Processing for Wireless Sensor Networks, Information Processing Letters (IPL), Elsevier (in press).

Steller L., Krishnaswamy S., Gaber M. M., Enabling Scalable Semantic Reasoning for Mobile Services, accepted for publication in International Journal on Semantic Web and Information Systems (IJSWIS), Special Issue on Scalability and Performance on Semantic Web Systems, Christophides V., Decker S., Helfin J. (Eds), IGI Global, 2009.

Haghighi P. D., Krishnaswamy S., Zaslavsky A., Gaber M. M., and Loke S. W., Context-Aware Adaptive Data Stream Mining, in Gama J., Ganguly A., Omitaomu O., Vatsavai R. and Gaber M. M. (Eds), Intelligent Data Analysis, Special Issue on Knowledge Discovery from Data Streams Volume 13, Number 3, 2009, pp. 423-434, IOS Press, ISSN 1088-467X (Print) 1571-4128 (Online).

Horovitz, O., Krishnaswamy, S., and Gaber, M, M., A Fuzzy Approach for Interpretation of Ubiquitous Data Stream Clustering and Its Application in Road Safety, Intelligent Data Analysis, Special Issue on Knowledge Discovery from Data Streams João Gama and Jesus Aguilar-Ruiz (Eds.), Vol. 25, No. 1, pp 89-108, 2007, 1088-467X (Print) 1571-4128 (Online), IOS Press.

Gaber M. M., and Yu P. S., A Holistic Approach for Resource-aware Adaptive Data Stream Mining, Journal of New Generation Computing, ISSN 0288-3635 (Print) 1882-7055 (Online), Volume 25, Number 1, November, 2006, pp. 95-115, Ohmsha, Ltd., and Springer Verlag. 

Gaber M. M., and Yu P. S., Detection and Classification of Changes in Evolving Data Streams, International Journal of Information Technology & Decision Making, Vol. 5, No. 4, pp. 659-670, World Scientific Publishing Company, 2006.

Gaber, M, M., Zaslavsky, A., and Krishnaswamy, S., Mining Data Streams: A Review, ACM SIGMOD Record, Vol. 34, No. 1, pp. 18-26, June 2005, ISSN: 0163-5808.  

Conference Papers

Sadat A., Karmakar G., Zaslavsky A., and Gaber M. M., Reliable and Energy Efficient Backup Clustering Scheme for Wireless Sensor Networks, Proceedings of International Conference on Information Networking (ICOIN 2010), Busan, Korea, 27-29 January, IEEE Press.(Best Paper Award)

Steller L., Krishnaswamy S., and Gaber M. M., A Weighted Approach to Partial Matching for Mobile Reasoning, Proceedings of the 8th International Semantic Web Conference (ISWC 2009), Washington, DC, USA, Lecture Notes in Computer Science, Springer

Krishnaswamy S., Gaber M. M., Harbach M., Hugues C., Sinha A., Gillick B., Haghighi P. D., and Zaslavsky A., Open Mobile Miner: A Toolkit for Mobile Data Stream Mining, Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2009, June 28 - 1 July, Paris, France. (Demo paper).

Ammar Z. S., and Gaber M. M., DDG-Clustering: A Novel Technique for Highly Accurate Results, Proceedings of the IADIS European Conference on Data Mining (ECDM 2009), Algarve, Portugal, 18-20 June, 2009.

Steller L., Krishnaswamy S., Gaber M. M., Cost Efficient Adaptive Reasoning Strategies for Pervasive Service Discovery, Proceedings of the ACM International Conference on Pervasive Services (ICPS 2009), Imperial College, London, UK, 13-17 July 2009, ACM Press.

Gaber M. M., Foundations of Adaptive Data Stream Mining for Mobile and Embedded Applications, Proceedings of Cairo International Biomedical Engineering Conference (CIBEC 2008), pp. 1-6, Cairo, Egypt, 18-20 December 2008, IEEE 2008, ISBN: 978-1-4244-2694-2 (Invited Paper)

Yin J., and Gaber M. M., Clustering Distributed Time Series in Sensor Networks, Proceedings of the Eighth IEEE International Conference on Data Mining ICDM'08, 678-687, Pisa, Italy, December 15-19, 2008.

Haghighi P. D., Krishnaswamy S., Zaslavsky A., Gaber M. M., Reasoning About Context in Uncertain Pervasive Computing Environments, Daniel Roggen, Clemens Lombriser, Gerhard Tröster, Gerd Kortuem, Paul J. M. Havinga (Eds.): Smart Sensing and Context, Third European Conference, EuroSSC 2008, pp. 112-125, Zurich, Switzerland, October 29-31, 2008. Proceedings. Lecture Notes in Computer Science 5279 Springer 2008, ISBN 978-3-540-88792-8

Chong S. K., Gaber M. M., Krishnaswamy S., Loke S. W., A Rule Learning Approach to Energy Efficient Clustering in Wireless Sensor Networks, Proceedings of the Second International Conference on Sensor Technologies and Applications (SENSORCOMM 2008), pp. 329 – 334, Cap Esterel, France, 25-31 August 2008, IEEE 2008, ISBN: 978-0-7695-3330-8.

Chong C. K., Krishnaswamy S., Loke S., and Gaber M. M., Using Association Rules for Energy Conservation in Wireless Sensor Networks, Roger L. Wainwright, Hisham Haddad (Eds.): Proceedings of the 2008 ACM Symposium on Applied Computing (SAC), pp. 971-975, Fortaleza, Ceara, Brazil, March 16-20, 2008. ACM 2008, ISBN 978-1-59593-753-7

Röhm U., Gaber M. M., and Tse Q, Enabling Resource-Awareness for In-network Data Processing in Wireless Sensor Networks, Alan Fekete, Xuemin Lin (Eds.): Database Technologies 2008. Proceedings of the Nineteenth Australasian Database Conference, ADC 2008, pp. 95-102, January 22-25, 2008, Wollongang, NSW, Australia. CRPIT 75 Australian Computer Society 2008, ISBN 978-1-920682-56-9.

Scholz B., Gaber M. M., Dawborn T., Khoury R., Tse E., Efficient Time Triggered Query Processing in Wireless Sensor Networks, Yann-Hang Lee, Heung-Nam Kim, Jong Kim, Yongwan Park, Laurence Tianruo Yang, Sung Won Kim (Eds.): Embedded Software and Systems, Third International Conference, ICESS 2007, pp. 391-402, Daegu, Korea, May 14-16, 2007, Proceedings. Lecture Notes in Computer Science 4523 Springer 2007, ISBN 978-3-540-72684-5

Phung N. D., Gaber M. M., and Röhm U, Resource-aware Online Data Mining in Wireless Sensor Networks, Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, CIDM 2007, pp. 139-146, part of the IEEE Symposium Series on Computational Intelligence 2007, Honolulu, Hawaii, USA, 1-5 April 2007. IEEE 2007, ISBN: 1-4244-0705-2.

Gaber M. M., and Yu P. S., A Framework for Resource-aware Knowledge Discovery in Data Streams: A Holistic Approach with Its Application to Clustering, Hisham Haddad (Ed.): Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), pp. 649-656, Dijon, France, April 23-27, 2006. ACM 2006, ISBN 1-59593-108-2