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Publications

The impact and dissemination of our research is first-rated in the scientific community since each year, LIAT faculty and researchers are rewarded with international prizes and distinctions.

Edited Books
  1. C. Makaya and S. Pierre: Emerging Wireless Networks: Concepts, Techniques, and Applications, CRC Press Taylor & Francis, New York, USA, 4th Quarter, December 2011, ISBN: 978-1-4398213-5-0. http://www.crcpress.com/product/isbn/9781439821350.
  2. C. Makaya (Ed.): Proceedings of International Symposium on Mobile Computing and Networking (ISMCN’09), Montreal, Canada, Sept. 2009, ISBN: 978-2-9811413-0-9.
Books Chapters
  1. C. Makaya et al.: Service Continuity Support in Self-Organizing IMS Networks, in “Emerging Wireless Networks: Concepts, Techniques, and Applications”, C. Makaya and S. Pierre (Eds.), Chapter 7, CRC Press Taylor & Francis, New York, USA, 2011.
  2. C. Makaya: Mobile VPNs Architectures: Challenges and Issues, in “Emerging Wireless Networks: Concepts, Techniques, and Applications”, C. Makaya and S. Pierre (Eds.), Chapter 5, CRC Press Taylor & Francis, New York, USA, 2011.
  3. A. Dutta, C. Makaya et al.: Self-Organizing IP Multimedia Subsystems, in “Advances in Next Generation Services and Service Architectures”, A. Prasad, J. Buford, V. Gurbani (Eds.), Chapter 7, River Publishers, 2010.
  4. C. Makaya and S. Pierre: Dynamic Vertical Handoff Protocol for Heterogeneous Wireless Networks, in “Mobile Computing Research and Applications”, Kevin Y. Chen and H.K. Lee (Eds.), Chapter 3, pp. 59-77, Nova Science Publishers, New York, USA, 3rd Quarter, 2009, ISBN: 978-1-60741-101-7.
  5. C. Makaya: Development, Analysis and Modeling of IEEE 802.16/WiMAX Systems, in “Wireless Networks: Research, Technology and Applications”, Jia Feng (Ed.), Chapter 10, pp. 245-262, Nova Science Publishers, New York, USA, 1st Quarter, 2009, ISBN: 978-1-60692-461-7.
  6. C. Makaya and S. Pierre: Trends and Challenges for Mobility Management in IP-based Next Generation Wireless Networks, in “Wireless Communications Research Trends”, Tong S. Lee (Ed.), Chapter 3, pp. 83-122, Nova Science Publishers, New York, USA, 2007, ISBN: 1-60021-674-9.
  7. C. Makaya and S. Aïssa: Base Station Joint Scheduling for Downlink Throughput Maximization in CDMA Packet Data Networks, in “High-Speed Networks and Multimedia Communications”, M.M. Freire, P. Lorenz, M.M.-O. Lee (Eds.), Lecture Notes in Computer Science (LNCS), vol. 2720, pp. 304-315, July 2003, ISBN: 978-3-540-40542-9.
Articles in Journals
  1. S. Huai ; H. Kong ; S. Li ; X. Luo ; R. Subramaniam ; C. Makaya ; Q. Lin ; W. Liu :  EvoLP: Self-Evolving Latency Predictor for Model Compression in Real-Time Edge Systems. IEEE Embedded Systems Letters. 10/2023. https://doi.org/10.1109/LES.2023.3321599
  2. S. Huai ; H. Kong ; X. Luo ; S. Li ; R. Subramaniam ; C. Makaya ; Q. Lin ; W. Liu : CRIMP: Compact & Reliable DNN Inference on In-Memory Processing via Crossbar-Aligned Compression and Non-ideality Adaptation. ACM Transactions on Embedded Computing Systems. Vol. 22.  Issue. 5s, No. 123, pp. 1-25. 31-Oct-2023. https://doi.org/10.1145/3609115
  3. S. Huai; H. Kong; X. Luo; D. Liu; R. Subramaniam; C. Makaya ; Q. Lin ; W. Liu : On Hardware-Aware Design and Optimization of Edge Intelligence. IEEE Design & Test. Vol. 40. No. 6, pp. 149-162, 2023. https://doi.org/10.1109/MDAT.2023.3307558
  4. H. Kong; D. Liu; S. Huai; X. Luo; R. Subramaniam; C. Makaya, Q. Lin ; W. Liu : EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2023.  https://doi.org/10.1109/TCAD.2023.3276938
  5. S. Huai; D. Liu; H. Kong; W. Liu; R. Subramaniam; C. Makaya ; Q. Lin : Latency-constrained DNN architecture learning for edge systems using zerorized batch normalization. Future Generation Computer Systems, vol. 142, 314-327, 2023. https://doi.org/10.1016/j.future.2022.12.021
  6. A. Jabal, M. Davari, E. Bertino, C. Makaya, S. Calo, D. Verma, C. Williams: ProFact: A Provenance-based Analytics Framework for Access Control Policies, IEEE Transactions on Services Computing, Vol. 12, Feb. 2019. DOI: https://doi.org/10.1109/TSC.2019.2900641.
  7. S. Wang, T. Tuor, T. Salonidis, K. Leung, C. Makaya, T. He, K. Chan: Adaptive Federated Learning in Resource Constrained Edge Computing Systems, IEEE JSAC Special Issue on Artificial Intelligence and Machine Learning for Networking and Communications. , Vol. 37, No. 6, pp. 1205 – 1221, June. 2019. DOI: https://doi.org/10.1109/JSAC.2019.2904348. (Plus de 1800 citations reportées dans Google Scholar). Reçu le IEEE Communications Society Leonard G. Abraham Prize in 2021.
  8. A. Jabal, M. Davari, E. Bertino, C. Makaya, S. Calo, D. Verma, A. Russo, C. Williams: Methods and Tools for Policy Analysis, ACM Computing Surveys (CSUR), Vol. 51, No. 6, Feb. 2019. https://doi.org/10.1145/3295749
  9. D. Zhang, F. Haider, M. St-Hilaire, C. Makaya: Model and Algorithms for the Planning of Fog Computing Networks, IEEE Internet of Things Journal, Vol. 6, No. 2, pp. 3873 – 3884, Jan. 2019. DOI: https://doi.org/10.1109/JIOT.2019.2892940.
  10. F. Haider, D. Zhang, M. St-Hilaire, C. Makaya: On the Planning and Design Problem of Fog Computing Networks, IEEE Transactions on Cloud Computing, Vol. x, No. x, pp. xx – xx, Dec. 2018. DOI: https://doi.org/10.1109/TCC.2018.2874484   
  11. A. Rasem, M. St-Hilaire, C. Makaya: Efficient Handover with Optimized Localized Routing for Proxy Mobile IPv6, Springer Telecommunication Systems, Vol. 62, Issue 4, pp. 675—693, Aug. 2016. https://doi.org/10.1007/s11235-015-0101-y
  12. D. Dababneh, M. St-Hilaire, C. Makaya: Data and Control Plane Traffic Modelling for LTE Networks, Springer Mobile Networks and Applications (MONET), Vol. 20, No. 4, pp. 449-458, Aug. 2015. https://doi.org/10.1007/s11036-015-0631-2
  13. D. Freimuth, C. Makaya, et al.: CORONET: Testbeds, Demonstration and Lessons Learned, IEEE/OSA JOCN (Journal of Optical Communications and Networking), vol. 7, No. 3, pp. A447-A458, 2015
  14. S. Komorita, C. Makaya, M. Ito, B. Falchuk, H. Yokota, et al.: Loosely-Coupled Service Composition for Deployment of Next-Generation Service Overlay Networks, IEEE Communications Magazine, vol. 50, no. 1, pp. 62—72, Jan. 2012.
  15.  S. Komorita, T. Chiba, H. Yokota, A. Dutta, C. Makaya et al.: Evaluation of Service Continuity in Self-Organizing IMS, World Academy of Science, Engineering and Technology (WASET) Journal, vol. 71, pp. 696–703, Nov. 2010. http://www.waset.org/journals/waset/.
  16. C. Makaya and S. Pierre: Enhanced Fast Handoff Scheme for IP-based Next Generation Wireless Networks, Computer Communications (Elsevier), Vol. 31, No. 10, pp. 2016–2029, June 2008.
  17. C. Makaya and S. Pierre: Adaptive Handoff Scheme for Heterogeneous IP Wireless Networks, Computer Communications (Elsevier), Vol. 31, No. 10, pp. 2094–2108, June 2008.
  18. C. Makaya and S. Pierre: An Architecture for Seamless Mobility Support in IP-based Next Generation Wireless Networks, IEEE Transactions on Vehicular Technology, Vol. 57, No. 2, pp. 1209–1225, March 2008.
  19. C. Makaya and S. Pierre: An Analytical Framework for Performance Evaluation of IPv6-based Mobility Management Protocols, IEEE Transactions on Wireless Communications, Vol. 7, No. 2, pp. 972–983, March 2008. (Plus de 400 citations reportées dans Google Scholar)
  20. C. Makaya and S. Aïssa: Joint Packet Scheduling and Dynamic Base Station Assignment for CDMA Packet Data Networks, Wiley International Journal of Communication Systems, Vol.21, No. 2, pp. 185–209, February 2008.
  21. C. Makaya and S. Pierre: Reliable Integrated Architecture for Heterogeneous Mobile and Wireless Networks, Journal of Networks (Academy Publisher), Vol.2, No. 6, pp. 24–32, December 2007, ISSN: 1796-2056.
Articles in Conferences
  1. V. Sathiamoorthy, S. Huai, H. Kong, D. Liu, W. Loy, C. Makaya, D. Ho, R. Subramaniam, Q. Lin, W. Liu : FedTR : Federated Learning Framework with Transfer Learning for Industrial Visual Inspection, Proc. of ACM Great Lakes Symposium on VLSI (GLSVLSI’24), pp. 310–314, June 2024. https://doi.org/10.1145/3649476.3658768
  2. H. Kong, D. Liu, X. Luo, S. Huai, R. Subramaniam, C. Makaya, Q. Lin, W. Liu : Towards Efficient Convolutional Neural Network for Embedded Hardware via Multi-Dimensional Pruning. 2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023. HiPEAC 2023 Best Paper Award.
  3. H. Kong, X. Luo, S. Huai, D. Liu, R. Subramaniam, C. Makaya, Q. Lin, W. Liu : EMNAPE: Efficient Multi-Dimensional Neural Architecture Pruning for EdgeAI. Design, Automation & Test in Europe Conference & Exhibition (DATE), 2023.
  4. H. Kong, D. Liu, S. Huai, X. Luo, W. Liu, R. Subramaniam, C. Makaya, Q. Lin : Smart scissor: Coupling spatial redundancy reduction and CNN compression for embedded hardware. Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design (ICCAD). 10/2022. https://doi.org/10.1145/3508352.3549397
  5. S. Huai, D. Liu, H. Kong, X. Luo, W. Liu, R. Subramaniam, C. Makaya, Q. Lin : Collate: Collaborative neural network learning for latency-critical edge systems. IEEE 40th International Conference on Computer Design (ICCD), pp. 627-634, 10/2022. Olympic Valley, CA, USA. https://doi.org/10.1109/ICCD56317.2022.00097
  6. J. Ma, W. Rankothge, C. Makaya, M. Morales, F. Le, J. Lobo: Load Balancers for VNF Chains Horizontal Scaling, 14th International Conference on Network and Service Management (CSNM), pp. 323—327, 2018.
  7. S. Wang, T. Tuor, T. Salonidis, K. Leung, C. Makaya, T. He, K. Chan: When Edge Meets Learning: Adaptive Control for Resource-Constrained Distributed Machine Learning, IEEE INFOCOM 2018, pp. 63—71, (Acceptance rate 19.2%). (Plus de 550 citations reporté dans Google Scholar)
  8. F. Le, C. Leet, C. Makaya, M. Rio, X. Wang, Y. R. Yang: SFP: Toward a Scalable, Efficient, Stable Protocol for Federation of Software-Defined Networks, International Workshop on Distributed Analytics Infra-Structure and Algorithms for Multi-Organization Federations (DAIS), San Francisco, CA, USA, Aug. 2017, part of IEEE Smart World Congress (SWC).
  9. S. Arunkumar, S. Pipes, C. Makaya, E. Bertino, E. Karafili, E. Lupu, C. Williams: Next-Generation Firewalls for Dynamic Coalitions, International Workshop on Distributed Analytics Infra-Structure and Algorithms for Multi-Organization Federations (DAIS), San Francisco, CA, USA, Aug. 2017.
  10. S. Pasteris, S. Wang, C. Makaya, M. Herbster, K. Chan: Data Distribution and Scheduling for Distributed Analytics Tasks, International Workshop on Distributed Analytics Infra-Structure and Algorithms for Multi-Organization Federations (DAIS), San Francisco, CA, USA, Aug. 2017.
  11. E. Bertino, A. Jabal, S. Calo, C. Makaya, M. Touma, D. Verma, C. Williams: Provenance-based Analytics Services for Access Control Policies, IEEE International Conference on Web Services (ICWS), pp. 94-101, Honolulu, HI, USA, June 2017.
  12. C. Makaya, D. Freimuth: Automated Virtual Network Function Onboarding, IEEE Conf. on Network Function Virtualization and Software Defined Network (NFV-SDN), pp. 206 – 211, San Francisco, CA, USA, Nov. 2016.
  13. C. Makaya, D. Freimuth, D. Wood, S. Calo: Policy-based NFV Management and Orchestration, IEEE Conf. on Network Function Virtualization and Software Defined Network (NFV-SDN), pp. 128 – 134, San Francisco, CA, USA, Nov. 2015.
  14. C. Makaya, M. Lai, F. Lin: Over-The-Air Remote Management and Control of IP-based M2M Devices, 2nd IEEE World Forum on Internet of Things (WF-IoT), pp. 172 – 176, Milan, Italy, 2015.
  15. D. Freimuth, C. Makaya: Virtualized Voice Service Testbed on Public Cloud, Proc. of 18th Int’l Conf. on SDN/MPLS, Washington D.C., USA, Nov. 15 – 18, 2015.
  16. D. Dababneh, M. St-Hilaire, C. Makaya: Automatic Planning of LTE Evolved Packet Core Networks, 6th Int’l Conf. on the Network of the Future (NOF), Montreal, Canada, Sept-Oct. 2015.
  17. S. Woodward, D. Freimuth, C. Makaya, et al.: Orchestrated Bandwidth-on-Demand for Cloud Services – A Laboratory Demonstration, Proc. of 17th Int’l. Conf. on SDN/MPLS, Washington D.C., USA, Nov. 2 – 5, 2014.
  18. D. Dababneh, M. St-Hilaire, C. Makaya: Traffic Model for Long Term Evolution (LTE) Networks, Proc. Of International Conference on Select Topics in Mobile and Wireless Networking (MoWNet), Montreal, Canada, pp. 13-18, Aug. 19-21, 2013.
  19. A. Rasem, C. Makaya, M. St-Hilaire: O-PMIPv6: Efficient Handover with Route Optimization in Proxy Mobile IPv6 Domain, Proc. of IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob’12), Barcelona, Spain, Oct. 8-10, 2012.
  20. A. Rasem, M. St-Hilaire, C. Makaya: A Comparative Analysis of Predictive and Reactive Mode of Optimized PMIPv6, Int’l Wireless Communications and Mobile Computing Conference (IWCMC), Cyprus, pp. 722—727, Aug. 27-31, 2012.
  21. C. Makaya, S. Das, and F. Joe Lin: Seamless Data Offload and Flow Mobility in Vehicular Communications Networks, IEEE Int’l Workshop on Wireless Vehicular Communications and Networks (WVCN), part of IEEE WCNC 2012, Paris, France, Apr. 1-4, 2012.
  22. V. Kaul, C. Makaya, S. Das, D. Shur, S. Samtani: On the Adaptation of Commercial Smartphones to Tactical Environments, Proc. of 30th IEEE Military Communications Conference (MILCOM’11), Baltimore, MD, USA, Nov. 7 – 10, 2011.
  23. S. Komorita, H. Yokota, A. Dutta, C. Makaya, et al.: User-transparent Reconfiguration Method for Self-organizing IP Multimedia Subsystem, Proc. of 6th IEEE Symposium on Computers and Communications (ISCC’11), Kerkyra (Corfu), Greece, June 28 – July 1, 2011. Finaliste pour le Best Paper Award.
  24. C. Makaya et al.: Service Continuity Support in Self-Organizing IMS Networks, Proc. of 2nd International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace & Electronics Systems Technology (Wireless VITAE), Chennai, India, Feb. 28-Mar. 3, 2011. Invited Paper.
  25. C. Makaya et al.: Services Composition based on Next-Generation Service Overlay Networks Architecture, Proc. of 4th IFIP International Conference on New Technologies, Mobility and Security (NTMS’11), Paris, France, Feb. 7-10, 2011.
  26. C. Makaya et al.: Enhanced Next-Generation Service Overlay Networks Architecture, Proc. of 4th IEEE International Conference on Internet Multimedia Systems Architecture and Applications (IMSAA’10), Bangalore, India, Dec. 15-17, 2010.
  27. S. Komorita, T. Chiba, H. Yokota, A. Dutta, C. Makaya et al.: Evaluation of Service Continuity in Self-Organizing IMS, Proc. of WASET International Conference on Communication Technology (ICCT’10), pp. 118-123, Venice, Italy, Nov. 24-26, 2010. World Academy of Science, Engineering and Technology (WASET) Journal, vol. 71, pp. 696–703, Nov. 2010.
  28. A. Dutta, C. Makaya et al.: Self-Organizing IP Multimedia Subsystems, Proc. of 3rd IEEE International Conference on Internet Multimedia Systems Architecture and Applications (IMSAA’09), pp. 118-123, Bangalore, India, Dec. 9-11, 2009. Best Paper Award.
  29. C. Makaya and D. Famolari: Analysis of IPsec-based Mobile VPNs Protocols, Proc. of Int’l Symposium on Mobile Computing and Networking (ISMCN’09), Montreal, Canada, Sept. 2009, ISBN: 978-2-9811413-0-9.
  30. C. Makaya and S. Pierre: IP-based Fast Handoff Scheme for Heterogeneous Wireless Networks, Proc. of IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob’07), White Plains, New York, USA, Oct. 8-10, 2007.
  31. C. Makaya and S. Pierre: Handoff Performance Enhancement in Wireless Overlay Networks, Proc. of IASTED International Conference on Wireless and Optical Communications (WOC’07), pp. 37–42, Montreal, Canada, May 30 – June 1, 2007.
  32. C. Makaya and S. Pierre: Efficient Handoff Scheme for Heterogeneous IPv6-based Wireless Networks, Proc. of IEEE Wireless Communications and Networking Conference (WCNC’07), pp. 3258–3263, Hong Kong, China, March 11-15, 2007.
  33. C. Makaya and S. Pierre: Interworking Architecture for Heterogeneous IP Wireless Networks, Proc. of International Conference on Wireless and Mobile Communications (ICWMC’07), Guadeloupe, French Caribbean, March 4-9, 2007.
  34. C. Makaya and S. Pierre: Handoff Protocol for Heterogeneous All-IP Wireless Networks, Proc. of IEEE Canadian Conference on Electrical and Computer Engineering (CCECE’06), pp. 223–226, Ottawa, Ontario, Canada, May 7-10, 2006.
  35. C. Makaya and S. Aïssa: Joint Scheduling and Base Station Assignment for CDMA Packet Data Networks, Proc. of IEEE Vehicular Technology Conference (VTC’03), vol. 3, pp. 1693–1697, Orlando, Florida, USA, Oct. 6-9, 2003.
  36. C. Makaya and S. Aïssa: Base Station Joint Scheduling for Downlink Throughput Maximization in CDMA Packet Data Networks, Proc. of IEEE International Conference on High-Speed Networks and Multimedia Communications (HSNMC’03), Lecture Notes in Computer Science (LNCS), vol. 2720, pp. 304–315, Estoril, Portugal, July 23-25, 2003.
Patents
  1. System, method, and recording medium for distributed probabilistic eidetic querying, rollback, and replay, US-11961015-B2.
  2. Recommendations based on private data using a dynamically deployed pre-filter, US-20240112219-A1
  3. System, method and computer program product for network function optimization based on locality and function type, US-11870650-B2
  4. Distributed machine learning at edge nodes, US-11836576-B2
  5. Computing task scheduling based on an intrusiveness metric, US-20230168925-A1
  6. Machine learning workloads orchestration in heterogeneous and distributed clusters, US-20230012487-A1
  7. Transmission rate modification based on predicted data, US-20220353193-A1
  8. Scheduling of a cyber-physical system process through a utility function, US-20220197706-A1
  9. Workload performance prediction, US-20220147430-A1
  10. Summarization method for recorded audio, US-11288443-B2
  11. System, method and computer program product for network function optimization based on locality and function type, US-20220014433-A1
  12. System, method, and recording medium for distributed probabilistic eidetic querying, rollback, and replay, US-20210271998-A1
  13. Orchestration of learning and execution of model predictive control tool for manufacturing processes, US-11036211-B2,
  14. Mechanism for fault diagnosis and recovery of network service chains, US-10904106-B2
  15. Recommendations based on private data using a dynamically deployed pre-filter, US-20200193478-A1
  16. Monitoring and management of software as a service in micro cloud environments, US-10623276-B2
  17. Client attachment to an overlay network, US-10616374-B2
  18. System, method and computer program product for creating a summarization from recorded audio of meetings, US-10592599-B2
  19. Summarization method for recorded audio, US-20200081966-A1
  20. Distributed Machine Learning at Edge Nodes, US-20190318268-A1
  21. Optimizing performance of computer networks, US-10367722-B2
  22. Techniques for shopping recommendations based on social ties, US-20170270589-A1
  23. System, method and computer program product for creating a summarization from recorded audio of meetings, US-9875225-B1
  24. Self-organizing IP multimedia subsystem, US-9094412-B2
  25. Automatic provisioning of an M2M device having a WiFi Interface, US-20130094444-A1
  26. Multimedia service network and method for providing the same, US-20120239727-A1
  27. System, Method and Program for Telecom Infrastructure Virtualization and Management, US-20120221700-A1
  28. Self-organizing IMS network and method for organizing and maintaining sessions, US-20120042084-A1
  29. Using augmented reality with machine learning for ambient viral scans, 3D audio sonification and heatmap rendering, US APP. 85886406.
  30. Method and apparatus for efficient edge intelligence and learning based on models pruning, US APP. 85852163.
  31. Edge devices instrumentation for efficient federated learning and machine learning tasks scheduling, US APP. 85852156.
  32. A method for Dynamic Scheduling for cyber-physical closed loop control through a novel utility function, US APP 85771129.
  33. Machine learning model to predict workload performance on second hardware platform relative to known workload performance on first hardware platform, US APP 85744862.
  34. System, method, and recording medium for recipe and shopping list recommendation, US20180033074.
Contact-us
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