MNMarsono: Publication

MNMarsono: Publication
MNMarsono Muhammad Nadzir Marsono PhD PEng
Department of Electronic and Computer Engineering
Faculty of Electrical Engineering
Universiti Teknologi Malaysia
mnadzir@utm.my, nadzir@fke.utm.my

ARTICLES IN JOURNALS
  1. M. Hamdan, H. Elshafie, S. Salih, S. Abdelsalam, O. Husain, M.S.M. Gismalla, M. Ghaleb, M.N. Marsono, “Elephant flow detection intelligence for software-defined networks: a survey on current techniques and future direction”. Evol. Intel. (2024), in-press.
  2. A.M. Eldhai, M. Hamda, A. Abdelaziz, I.A.T. Hashem, S.F. Babiker, M.N. Marsono, M. Hamzah, N.Z. Jhanjhi, “Improved Feature Selection and Stream Traffic Classification Based on Machine Learning in Software-Defined Networks,” IEEE Access, vol. 12, pp. 34141–34159, 2024.
  3. M.S. Mohammed, A. Al-Dhamari, M. Hamdan, A.-M.H.Y. Saad, A.S.H. Abdul-Qawy, M.N. Marsono, “3D-DNaPE: Dynamic Neighbor-Aware Performance Enhancement for Thermally Constrained 3D Many-Core Systems”, IEEE Access, Volume 11, pp. 131964–131978, November 2023.
  4. M.S. Mohammed, A. Al-Dhamari, W. Saeed, F.N. Al-Aswadi, S.A.M. Saleh, M.N. Marsono, “Motion Pattern-Based Scene Classification Using Adaptive Synthetic Oversampling and Fully Connected Deep Neural Network”, IEEE Access, Volume 11, pp. 119659–119675, October 2023.
  5. O.E. Tayfour, A. Mubarakali, A.E. Tayfour, M.N. Marsono, E. Hassan, and A.M. Abdelrahman, ”Adapting Deep Learning-LSTM Method Using Optimized Dataset in SDN Controller for Secure IoT”, Springer Soft Computing, published online, May 2023. https://doi.org/10.1007/s00500-023-08348-w
  6. T.H. Tan, C.Y. Ooi, and M.N. Marsono, “RtFog: A Real-time FPGA-based Fog Node with Remote Dynamically Reconfigurable Application Plane for Fog Analytics Redeployment”, IEEE Transactions on Green Communications and Networking, Volume 6, Issue 1, pp. 341–351, March 2022.
  7. O.E. Tayfour, M.N. Marsono, ”Collaborative Detection and Mitigation of DDoS in Software-Defined Networks”, The Journal of Supercomputing, Volume 77, pp. 13166–13190, November 2021.
  8. A.A. Abuelgasim, M Hassan, M.K., Khairi, M.H., Marsono, M.N., Yusof, K.M., “Real-time high-speed mobility management”, Indonesian Journal of Electrical Engineering and Computer Science, Volume 24, Issue 3, pp. 1534–1541, 2021.
  9. M. Hamdan, S. Khan, A. Abdelaziz, S. Sadiah, N. Shaikh-Husin, S. Al Otaibi, C. Maple, and M.N. Marsono, “DPLBAnt: Improved Load Balancing Technique Based on Detection and Rerouting of Elephant Flows in Software-Defined Networks”, Computer Communication, Volume 180, pp. 315–327, 2021.
  10. M.S. Mohammed, N. Paraman, A.A-H. Ab Rahman, F.A. Ghaleb, A. Al-Dhamari, M.N. Marsono, “PEW: Prediction-Based Early Dark Cores Wake-up Using Online Ridge Regression for Many-Core Systems”, IEEE Access, Volume 9, pp. 124087–124099, 2021.
  11. A. Mohamed, M. Hamdan, S. Khan, A. Abdelaziz, S. Babiker, M. Imran, and MN Marsono, ”Software-Defined Networks for Resource Allocation in Cloud Computing: A Survey”, Computer Networks, Volume 195, pp. 108151, August 2021.
  12. T.H. Tan, C.Y. Ooi and M.N. Marsono, ”An FPGA-Based Network System with Service-Uninterrupted Remote Functional Update”, International Journal of Electrical and Computer Engineering, Volume 11, Issue 4, pp. 3222–3228, 2021.
  13. M. Hamdan, E. Hassan, A. Abdelaziz, A. Elhigazi, B. Mohamed, S. Khan, A.V. Vasilakos, M.N. Marsono, ”A Comprehensive Survey of Load Balancing Techniques in Software-Defined Network”, Elsevier Journal of Network and Computer Applications, Volume 174, Article Number: 102856, January 2021.
  14. B. Mohamed, M. Hamdan, S.B. Joseph, H.A. Jamil, S. Khan, A. ElHigazi, D. Rawat, I. Ismail, M.N. Marsono, ”Edge Computing Intelligence Using Robust Feature Selection for Network Traffic Classification in Internet-of-Things”, Volume 8, pp. 224059–224070, November 2020.
  15. M.S. Mohammed, A.A.M. Al-Kubati, N. Paraman, A.A.-H. Ab Rahman, M.N. Marsono, ”DTaPO: Dynamic Thermal-Aware Performance Optimization for Dark Silicon Many-Core Systems”,MDPI Electronics, Volume 9, article no 1980, 2020.
  16. O. E. Tayfour, M. N. Marsono, “Collaborative Detection and Mitigation of Distributed Denial-of-Service Attacks on Software-Defined Network”, in ACM/Springer Mobile Networks and Applications: SI on Green Computing and Communication, Volume 25, Issue 4, pp. 1338–1347, 2020.
  17. M. Hamdan, B. Mohammed, U. Humayun, A. Abdelaziz, S. Khan, M.A. Ali, M. Imran, M.N. Marsono, “Flow-Aware Elephant Flow Detection for Software-Defined Networks,” in IEEE Access, Volume 8, pp. 72585–72597, 2020
  18. A.I. Fasiku, M.N. Marsono, P.E. Numan, A. Lit, M.S. Rusli, “Wireless Network On-Chips History-Based Traffic Prediction for Token Flow Control and Allocation”, ELEKTRIKA-Journal of Electrical Engineering, Volume 18, Issue 3, pp.21–26, 2019
  19. J. Sirkunan, J.W. Tang, N. Shaikh-Husin, M.N. Marsono, “A streaming multi-class support vector machine classification architecture for embedded systems”, Indonesian Journal of Electrical Engineering and Computer Science, Volume 16, Issue 3, pp. 1286–1296, 2019.
  20. P.E. Numan, K.M. Yusof, M.N. Marsono, S.K.S Yusof, M.H.B.M. Fauzi, “On the Latency and Jitter Evaluation of Software Defined Networks”, Bulletin of Electrical Engineering and Informatics, Volume 8, Issue 4, 2019.
  21. A. Lit, M.S. Rusli, M.N. Marsono, “Comparative Performance Evaluation of Routing Algorithm and Topology Size for Wireless Network-on-Chip”, Bulletin of Electrical Engineering and Informatics Volume 8, Issue 4, 2019.
  22. B.M. Khammas, I. Ismail, M.N. Marsono, “Pre-filters in-transit malware packets detection in the network”, Telkomnika, Volume 17, Issue 4, pp. 1706–1714, 2019.
  23. S.K. Ng, M.N. Marsono, “Ternary content addressable memory for longest prefix matching based on random access memory on field programmable gate array”,Telkomnika, Volume 17, Issue 4, pp. 1882–1889, 2019.
  24. Y.H. Lee, M. Khalil-Hani, M.N. Marsono, “An FPGA-Based Quantum Circuit Emulation Framework Using Heisenberg Representation”, International Journal of Quantum Information, Volume 16, Issue 6, pp. 1850052, 2018.
  25. M.S. Rusli, A.A. Ab Rahman, U.U. Sheikh, N Shaikh Husin, M.L.P. Tan, T. Andromeda, M.N. Marsono, “Performance Evaluation of Centralized Reconfigurable Transmitting Power Scheme in Wireless Network-on-Chip”, TELKOMNIKA (Telecommunication Computing Electronics and Control), Volume 16, Issue 6, pp. 2843–2853.
  26. J.W. Tang, N. Shaikh Husin, U.U. Sheikh, M.N. Marsono, “A linked list run-length-based single-pass connected component analysis for real-time embedded hardware”, Journal of Real-Time Image Processing, Volume 15 , Issue 1, pp. 197–215, 2018
  27. B.M.A. Abdalla, M. Hamdan, M.S. Mohammed, J.S. Bassi, I. Ismail, M. N. Marsono, “Impact of Packet Inter-Arrival Time Features for Online Peer-to-Peer (P2P) Classification”, International Journal of Electrical and Computer Engineering (IJECE) Volume 8, Issue 4, 2018
  28. Y.H. Lee, M. Khalil-Hani, M.N. Marsono, “Improved quantum circuit modelling based on Heisenberg representation”, Quantum Information Processing, December 2017,  Volume 17, Issue 2, pp. 36, 2018
  29. M.S. Rusli, N.D. Kamarudin, A.A. Ab Rahman, M.N. Marsono, “Evaluation of Scheme Selection and Parameter Effects in the Reconfigurable Transmitting Power in Wireless Network-On-Chip”, Science & Technology Research Institute for Defence(STRIDE), Volume 181, pp. 170–180.
  30. J. W. Tang, Y. W. Hau and M. N. Marsono, “Hardware/Software Partitioning of Streaming Applications for Multi-Processor System-on-Chip”, Applications of Modelling and Simulation, Volume 1, Issue 1, pp. 1–14, 2017.
  31. M.S. Rusli, M.N. Marsono and N.S. Husin, “Runtime Network-on-Chip Thermal and Power Balancing”, Applications of Modelling and Simulation, Volume 1, Issue 1, pp. 36–41, 2017.
  32. A. Monemi, J.-W. Tang, M. Palesi, M.N. Marsono, “ProNoC: A Low Latency Network-on-Chip based Many-Core System-on-Chip Prototyping Platform”, Microprocessors and Microsystems, Volume 54, pp. 60–74, 2017
  33. J.W Tang, Y.W Hau, N. Shaikh-Husin, M.N. Marsono, “Application Profiling and Mapping on NoC-based MPSoC Emulation Platform on Reconfigurable Logic”, TELKOMNIKA, Volume 15, Issue 3, pp. 1040–1047, 2017.
  34. A. Monemi, C.Y. Ooi, M. Palesi, M.N. Marsono, “Ping-Lock Round Robin Arbiter”, Elsevier Microelectronics Journal, Volume 63, pp. 81 — 93, 2017
  35. T.H. Tan, M.N. Marsono, C.Y. Ooi, “A Customized Reconfiguration Controller with Remote Direct ICAP Access for Dynamically Reconfigurable Platform”, TELKOMNIKA, Volume 15, Issue 2, 2017
  36. J. Sirkunan, C.Y. Ooi, N. Shaikh-Husin, Y.W. Hau, M.N. Marsono. “Hardware Transactional Memory Architecture with Adaptive Version Management for Multi-Processor FPGA Platforms”, Springer Journal of Systems Architecture, Volume 73, pp. 42 — 52, 2017.
  37. B. Mohammed Khammas, A. Monemi, I. Ismail, S. Mohd Nor, M.N. Marsono, “Metamorphic Malware Detection Based on Support Vector Machine Classification of Malware Sub-Signatures”, TELKOMNIKA, Volume 14,Issue 3, pp. 1157–1165, 2016.
  38. H.R. Loo, S.B. Joseph, M.N. Marsono, “Online Network Traffic Classification with Incremental Learning”, Springer Evolving System, Volume 7, Issue 2, pp.129–143, 2016.
  39. Y.H. Lee, M. Khalil-Hani, M.N. Marsono, “An FPGA-Based Quantum Computing Emulation Framework Based on Serial-Parallel Architecture,” International Journal of Reconfigurable Computing, Volume 2016, Article ID 5718124, 18 pages, 2016. doi:10.1155/2016/5718124.
  40. J.W. Tang, N. Shaikh Husin, U.U. Sheikh, M.N. Marsono, “FPGA-Based Real-Time Moving Target Detection System for Unmanned Aerial Vehicle Application,” International Journal of Reconfigurable Computing, Volume 2016, Article ID 8457908, 16 pages, 2016. doi:10.1155/2016/8457908.
  41. H.R. Loo, S.B. Joseph, M.N. Marsono, “Online Incremental Learning for High Bandwidth Network Traffic Classification”, Applied Computational Intelligence and Soft Computing, Volume 2016, Article ID 1465810, 13 pages, 2016. doi:10.1155/2016/1465810.
  42. S.B. Joseph, H.R. Loo, I. Ismail, B. Mohammed Khammas, M.N. Marsono, ”Online Peer-To-Peer Traffic Identification Based On Complex Events Processing Of Traffic Event Signatures”, Jurnal Teknologi (Sciences & Engineering), Volume 78, Issue 7, pp.9–16.
  43. I. Ismail, S. Mohd Nor and M.N. Marsono, “Incorporating known malware signatures to classify new malware variants in network traffic”, Wiley International Journal of Network Management, Volume 25, Issue 6, pp. 471-489, 2015
  44. B. Mohammed Khammas, A. Monemi, J.S. Bassi, I. Ismail, S. Mohd Nor, M.N. Marsono,”Feature Selection and Machine Learning Classification for Malware Detection”, Jurnal Teknologi (Science &Engineering), Volume 77, Issue 1, pp. 243-250, 2015.
  45. M.S. Rusli, A. Mineo, M. Palesi, G. Ascia, V. Catania, O.C. Yee, M.N. Marsono, “A Closed-Loop Power Manager for Transmission Power Control in Wireless Network-on-Chip Architecture”, Jurnal Teknologi (Science & Engineering), Volume 75, Issue 1, pp. 207–214, 2015
  46. M. Nadi Senejani, M. Ghadiry, C.-Y. Ooi, M.N. Marsono, “Built-in Self Test Power and Test Time Analysis in On-chip Networks”, Springer Circuits, Systems, and Signal Processing, Volume 34, Issue 4, 2015, pp. 1057-1075.
  47. A. Monemi, C.Y. Ooi, M.N. Marsono, “Low Latency Network-on-Chip Router Microarchitecture Using Request Masking Technique,” International Journal of Reconfigurable Computing, Volume 2015, Article ID 570836, 13 pages, 2015.
  48. B.H. Ang, U.U. Sheikh, M.N. Marsono, “2-D DWT System Architecture for Image Compression”, Springer Journal of Signal Processing Systems, Volume 78, Issue 2, February 2015, pp. 131-137.
  49. R. Zarei, A. Monemi, M.N. Marsono, “Training Dataset Generation for On-line Peer-to-Peer Traffic Classification”, Springer Jounal on Network and System Management, Volume 23, Issue 1, January 2015, pp. 89-110.
  50. Y.Z. Tei, Y.W. Hau, N. Shaikh-Husin, M.N. Marsono, “Network Partitioning Domain Knowledge Multiobjective Application Mapping for Large-Scale Network-on-Chip”, Applied Computational Intelligence and Soft Computing, Volume 2014, Article ID 867612, 10 pages, 2014. doi:10.1155/2014/867612.
  51. V.P. Nambiar, M. Khalil-Hani, M.N. Marsono, C.W. Sia, “Optimization of structure and system latency in evolvable block-based neural networks using genetic algorithm”, Neurocomputing, Volume 145, December 2014, pp. 285-302.
  52. I. Ismail, S. Mohd Nor, M.N. Marsono, “Malware Detection Using Augmented Naive Bayes with Domain Knowledge and Under Presence of Class Noise”, International Journal of Information and Computer Security (IJICS), Volume 6, Issue 2, 2014. pp. 179–197.
  53. I. Ismail, S. Mohd Nor and M.N. Marsono, “Stateless Malware Packet Detection by Incorporating Naive Bayes with Known Malware Signatures”, Hindawi Applied Computational Intelligence and Soft Computing, Volume 2014, Article ID 197961, 8 pages, 2014. doi:10.1155/2014/197961
  54. V.P. Nambiar, M. Khalil-Hani, R. Shahnoun, and M.N. Marsono, “Hardware Implementation of Evolvable Block-Based Neural Networks Utilizing a Cost Efficient Sigmoid-Like Activation Function”, Elsevier Neurocomputing, Volume 140, pp. 228–241.
  55. V.P. Nambiar, S. Balakrishnan, M. Khalil-Hani, and M.N. Marsono, “HW/SW Co-design of Reconfigurable Hardware-based Genetic Algorithm in FPGAs Applicable to a Variety of Problems”, Springer Computing, Volume 95, Issue 9, September 2013, pp 863-896.
  56. A. Mohammed, S. Mohd Nor, M.N. Marsono, “Analysis of Network Security Policy-based Management”, Information Security, Volume 2013, Issue 3, July – September 2013.
  57. M. Nadi Senejani, M. Ghadiry, C.-Y. Ooi, M.N. Marsono, “A Semi-Analytical Approach to Study the Energy Consumption of On-Chip Networks Testing”, Journal of Low Power Electronics, August 2013, Volume 9, Issue 2, pp. 189-197.
  58. H.A. Jamil, M.A. Bushra, A.A. Ghada, S. Mohd Nor, M.N. Marsono, “Detection and Mitigation Framework of Peer-to-peer Traffic in Campus Network”, International Review on Computers and Software, July 2013, Volume 8, Issue 7, pp. 1734-1746.
  59. A. Mohammed, H.A. Jamil, S. Mohd Nor, M.N. Marsono, “Malware Risk Analysis on the Campus Network with Bayesian Belief Network”, International Journal of Network Security & Its Applications (IJNSA), Volume 5, Issue 4, July 2013, pp. 115-128
  60. A. Monemi, R. Zarei, M.N. Marsono, On-line NetFPGA Decision Tree Statistical Traffic Classifier”, Elsevier Computer Communication, Volume 36, Issue 12, 1 July 2013, pp. 1329–1340.
  61. M. Khalil-Hani, M.N. Marsono, R. Bakhteri, “Biometric Encryption based on a Fuzzy Vault Scheme with a fast Chaff Generation Algorithm for High Performance Computing,” Elsevier Future Generation Computer Systems, Volume 29, Issue 3, 2013. pp. 800-810
  62. A. Mohammed, S. Mohd Nor, M.N. Marsono, “Vulnerability-Threats Assessment for Enterprise Network”, International Journal of Engineering and Innovative Technology (IJEIT),Volume 2, Issue 7, January 2013, pp. 68-76.
  63. I.I. Mohammed, C.C. Fatt, and M.N. Marsono, “32-Bit NxN Matrix Multiplication: Performance Evaluation for Altera FPGA, i5 Clarkdale and Atom Pineview-D Intel General Purpose Processors”, International Journal of Computer Applications, August 2012, Volume 52, Issue 11, pp. 17 – 23.
  64. A.F. Adnan, A.K. A’ain, M.N. Marsono, I. Kamisian, I.A. Grout, “Second Stage Tuning Procedure for Analog CMOS Design Reuse Methodology”, IET Electronics Letter, August 2012, Volume 48 Issue 16, pp. 990-992.
  65. A. Mohamed, S. Mohd Nor, M.N. Marsono, “Analysis of Internet Malware Propagation Models and Mitigation Strategies,” International Journal of Computer Networks and Wireless Communications, 2012, Volume 2, Issue 1, pp. 16 — 20.
  66. Y.W. Hau, M. Khalil-Hani, M.N. Marsono, “SystemC-based Hardware/Software Co-design of Elliptic Curve Cryptographic System for Network Mutual Authentication,” Malaysian Journal of Computer Science, Volume 24, Issue 2, 2011.
  67. M.N. Marsono, “Packet-level Open-Digest Fingerprinting for Spam Detection on Middleboxes,” Wiley International Journal of Network Management, February 2011, January/ February 2012, Volume 22, Issue 1, pp. 12–26.
  68. S.A. Mat Junos, M.N. Marsono, I. Ibrahim, “Modeling Router Hotspots on Network-On-Chip”, Journal of Telecommunication, Electronic and Computer Engineering, July – December 2010, Volume 2, Issue 2, pp. 61–71.
  69. M.N. Marsono, M.W. El-Kharashi, and F. Gebali, “Targeting Spam Control on Middleboxes: Spam Detection Based on Layer-3 E-mail Content Classification,” Elsevier Computer Network: SI on Traffic Classification, April 2009, Volume: 53 Issue: 6 pp. 835–848.
  70. M.N. Marsono, M.W. El-Kharashi, and F. Gebali, “Spam rejection scheme during SMTP sessions based on layer-3 e-mail classification,” Elsevier Journal of Network and Computer Applications, January 2009, Volume 32, Issue 1, pp. 236–257.
  71. M.N. Marsono, M.W. El-Kharashi, and F. Gebali, “Prioritized e-mail servicing to reduce non-spam delay and loss: A performance-cost analysis,” Wiley International Journal of Network Management, July/August 2008, Volume 18, Issue 4, pp. 323–342.
  72. M.N. Marsono, M.W. El-Kharashi, and F. Gebali, “Binary LNS-based naive Bayes inference engine for spam control: Noise analysis and FPGA synthesis,” IET Computers & Digital Techniques, January 2008, Volume 2, Issue 1, pp. 56–62.

PAPERS IN CONFERENCE PROCEEDINGS
  1. M. Hamdan, A.M. Eldhai, S. Abdelsalam, K. Ullah, A.K. Bashir, M.N. Marsono, F. Kon, D.M. Batista, “A Two-Tier Anomaly-based Intrusion Detection Approach for IoT-Enabled Smart Cities,” IEEE INFOCOM 2023 – IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2023, pp. 1-7, doi: 10.1109/INFOCOMWKSHPS57453.2023.10225834.
  2. A.M. Eldhai, M. Hamdan, S. Khan, M. Hamzah, M.N. Marsono, “Traffic Classification based on Incremental Learning Algorithms for the Software-Defined Networks,” in Proceedings of the 2022 International Conference on Frontiers of Information Technology (FIT), Islamabad, Pakistan, 2022, pp. 338-343.
  3. T.H. Tan, C.Y. Ooi, M.N. Marsono, “An FPGA-based IP Core Subscription-Oriented Fog Computing Platform”, in Proceedings of the 2022 2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), Lyon, France, May 2022, pp. 128–131.
  4. T.H. Tan, C.Y. Ooi, M.N. Marsono, “An FPGA-based Middlebox with Remote Dynamically Reconfigurable Application Plane”, in Proceedings of the 2021 IEEE Region 10 Conference (TENCON 2021), Auckland, New Zealand, December 2021, pp. 52–56.
  5. U. Humayun, M. Hamdan, M.N. Marsono, “Early Flow Table Eviction Impact on Delay and Throughput in Software-Defined Networks”, in Proceedings of the 2021 11th IEEE International Conference on Control System, Computing and Engineering (ICCSCE 2021), Penang Malaysia, 2021, pp. 7–12.
  6. A.I. Fasiku, O. Oladokun, M.S. Rusli, M.N. Marsono, “A Centralized Token-based Medium Access Control Mechanism for Wireless Network-on-Chip”, 2021 International Conference on Artificial Intelligence and Computer Science Technology (ICAICST), Yogyakarta, Indonesia, 2021, pp. 102-107.
  7. SK Syed-Yusof, PE Numan, KM Yusof, J Din, MN Marsono, A. J Onumanyi, “Software-Defined Networking (SDN) and 5G Network: The Role of Controller Placement for Scalable Control Plane”, in Proceedings of the 2020 IEEE International RF and Microwave Conference (RFM), Kuala Lumpur, Malaysia, 2020, pp. 1-6.
  8. B.M.A. Abdalla, M. Hamdan, E.H. Khalifa, A. Elhigazi, I. Ismail and M.N. Marsono, ”Impact of Early Estimation of Statistical Flow Features in On-line P2P Classification,” 2020 IEEE Student Conference on Research and Development (SCOReD), Batu Pahat, Johor, Malaysia, 2020, pp. 294-299.
  9. A.I. Fasiku, M.S. Rusli and M.N. Marsono, ”Characterization of Subnets, Virtual Channel and Routing on Wireless Network-on-Chip Performance,” 2020 IEEE Student Conference on Researchand Development (SCOReD), Batu Pahat, Johor, Malaysia, 2020, pp. 117-121.
  10. J. Sirkunan , N. Shaikh-Husin, M.N. Marsono, “Interleaved Incremental and Decremental Support Vector Machine for Embedded System”, in Proceedings of the 2019 IEEE International Symposium on Circuits and Systems (ISCAS 2019), Sapporo Japan, May 2019, pp. 1–5.
  11. M.S. Mohammed, A.K. Al-Dhamari, A.A.-H. Ab Rahman, N. Paraman, A.A.M. Al-Kubati, M.N. Marsono, “Temperature-Aware Task Scheduling for Dark Silicon Many-Core System-on-Chip”, in Proceedings of the 2019 8th International Conference on Modeling Simulation and Applied Optimization (ICMSAO’19), Bahrain, April 2019.
  12. T.H. Tan, C.Y. Ooi, M.N. Marsono, “drDRM: A PUF-Based Dynamically Reconfigurable DRM Mechanism for FPGA-Based Platform”, in Proceedings of the Sixth International Symposium on Computing and Networking (CANDAR 2018), Takayama, Japan, November 2018, pp. 194–200.
  13. B.M. Khammas, S. Hasan, N. Nateq, J.S. Bassi, I. Ismail, M.N. Marsono, “First Line Defense Against Spreading New Malware in the Network”, in Proceedings of the 2018 10th IEEE Computer Science and Electronic Engineering (CEEC), Colchester Britain, September 2018, pp. 113–118.
  14. M.S. Mohammed, J.W. Tang, A.A.-H. Ab Rahman, N. Paraman, M.N. Marsono, “Rapid Prototyping of NoC-based MPSoC Based on Dataflow Modeling of Real-World Applications”, in Proceedings of the 2018 9th IEEE Control and System Graduate Research Colloquium (ICSGRC2018), ShahAlam, August 2018.
  15. J. Sirkunan , N. Shaikh-Husin, T. Andromeda, M.N. Marsono, “Reconfigurable Logic Embedded Architecture of Support Verctor Machine Linear Kernel”, in Proceedings of the 2017 4th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI 2017), Yogyakarta, Indonesia, September 2017. pp. 39–43.
  16. H.R. Loo, A. Monemi, T. Andromeda, M. N. Marsono. “Incremental High Throughput Traffic Classifier”, in Proceedings of the 2017 4th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI 2017), Yogyakarta, Indonesia, September 2017. pp. 55–60.
  17. B.M.A. Abdalla, H.A. Jamil, M. Hamdan, J.S. Bassi, I. Ismail, M.N. Marsono, “Multi-stage Feature Selection for On-Line Flow Peer-to-Peer Traffic Identification”, in Proceedings of the 2017 Asian Simulation Conference, Malacca, Malaysia, August 2017, pp. 509–523.
  18. M.S. Rusli, A. Lit, M.N. Marsono, M. Palesi, “Adaptive Packet Relocator in Wireless Network-on-Chip (WiNoC)”, in Proceedings of the 2017 Asian Simulation Conference, Malacca, Malaysia, August 2017, pp. 719–735.
  19. T.H. Tan, C.Y. Ooi, M.N. Marsono, “hpFog: A FPGA-Based Fog Computing Platform”, in Proceedings of the 2017 International Conference on Networking, Architecture, and Storage (NAS), Shenzhen, China, August 2017, pp. 1–2.
  20. S.B.Joseph, H.R.Loo, I.Ismail, T.Andromeda, and M.N.Marsono, “Cooperative Learning for Distributed In-Network Traffic Classification”, in Proceedings of the 2016 IAES International Conference on Electrical Engineering, Computer Science and Informatics (EECSI 2016), Semarang, Indonesia, November 2016, pp. 265–270.
  21. A. Monemi, C.-Y. Ooi, M. Palesi, M.N. Marsono, “Low Latency Network-on-Chip Router Using Static Straight Allocator”, Proceedings of the 2016 the 3rd International Conference on Information Technology, Computer and Electrical Engineering (ICITACEE 2016), Semarang, Indonesia, pp. 2–9.
  22. A. Monemi, C.-Y. Ooi, M.N. Marsono, M. Palesi, “Improved Flow Control for Minimal Fully Adaptive Routing in 2D Mesh NoC”, Proceedings of the 9th International Workshop on Network on Chip Architectures, Taipei, Taiwan RoC, pp. 9–14
  23. J.W. Tang, Y.W. Hau, M.N. Marsono, “Hardware/software partitioning of embedded System-on-Chip applications”, in Proceedings of the 2015 IFIP/IEEE International Conference on Very Large Scale Integration (VLSI-SoC), Daejeon, South Korea, November 2015. pp.331-336
  24. S.B. Joseph, H.R. Loo, I. Ismail, and M.N. Marsono, “Cooperative Learning for Online In-Network Performance Monitoring”, in Proceedings of the 2015 IEEE 12th Malaysia International Conference on Communications (MICC 2015), Kuching, Malaysia, pp. 219–224.
  25. A Mineo, MS Rusli, M Palesi, G Ascia, V Catania, MN Marsono, “A Closed Loop Transmitting Power Self-Calibration Scheme for Energy Efficient WiNoC Architectures”, in Proceedings of the 2015 Design, Automation & Test in Europe (DATE), Grenoble France, 2015, pp. 513-518.
  26. T.H. Tan, C.Y. Ooi, M.N. Marsono, “rrBox: A Remote Dynamically Reconfigurable Network Processing Middlebox”, accepted in the 25th International Conference on Field Programmable Logic andApplications (FPL 2015), London, UK, September 2015. pp.1–4
  27. A. Monemi, C.Y. Ooi, M. N. Marsono. “Virtual Channel and Switch Allocation for Low Latency Network-on-Chip Routers”, in Proceedings of the 2015 IEEE 23rd Annual Symposium on Field-Programmable Custom Computing Machines (FCCM 2015), Vancouver, Canada, May 2015. pp. 234.
  28. J. Sirkunan , C.Y. Ooi, N. Shaikh-Husin, Y.W. Hau, M.N. Marsono, “Adaptive Configurable Transactional Memory for Multi-Processor FPGA Platforms”, in Proceedings of the 2015 IEEE 23rd Annual Symposium on Field-Programmable Custom Computing Machines (FCCM 2015), Vancouver, Canada, May 2015. pp. 234.
  29. H.R. Loo, M. N. Marsono. “Online data stream classification with incremental semi-supervised learning”, in Proceedings of the Second ACM IKDD Conference on Data Sciences (CoDS ’15), Bengaluru, India, March 2015. pp. 132-133.
  30. M. Khalil-Hani, Y. H. Lee, M.N. Marsono, “An Accurate FPGA-Based Hardware Emulation of Quantum Fourier Transform”, in Proceedings of the 13th Australasian Symposium on Parallel and Distributed Computing (AusPDC 2015), Sydney, Australia, January 2015.
  31. Y.-H. Lee, M. Khalil-Hani, M.N. Marsono, “FPGA-Based Quantum Circuit Emulation: A Case Study on Quantum Fourier Transform”, in Proceedings the 2014 International Symposium on Integrated Circuits 2014 (ISIC-2014), Singapore, December 2014, pp. 512-515.
  32. T.H. Tan, C.Y. Ooi and M.N. Marsono, “rrBox: Remote Dynamically Reconfigurable Middlebox for Network Protection”, in Proceedings of the Second International Symposium on Computing and Networking (CANDAR’14), December 2014, pp. 219–225.
  33. N. Qaid, A. Monemi, M.N. Marsono, “Partially Adaptive Look-Ahead Routing for Low Latency Network-on-Chip”, in Proceedings the 2014 Student Conference on Research and Development (SCOReD 2014), Penang, Malaysia, November 2014, pp. ?.
  34. T.H. Tan, C.Y. Ooi, M.N. Marsono, “rrBox: Remote Dynamically Reconfigurable Middlebox using NetFPGA”, in Proceedings of the 14th International Symposium on Communications and Information Technologies (ISCIT’14), Incheon, South Korea, September 2014, pp. 409–413.
  35. H.R. Loo, T. Andromeda, M.N. Marsono, “Online Data Stream Learning and Classification with Limited Labels”, in Proceedings of the 2014 IAES International Conference on Electrical Engineering, Computer Science and Informatics (EECSI 2014), Yogyakarta, Indonesia, August 2014, pp. 161–164.
  36. J. Sirkunan , C.Y. Ooi, N. Shaikh-Husin, Y.W. Hau, T. Andromeda, M.N. Marsono, “Configurable Version Management Hardware Transactional Memory for Multi-Processor Platform”, in Proceedings of the 2014 IAES International Conference on Electrical Engineering, Computer Science and Informatics (EECSI 2014), Yogyakarta, Indonesia, August 2014, pp. 236–240.
  37. Y.Z. Tei, Y.W. Hau, N. Shaikh-Husin, T. Andromeda, M.N. Marsono, “Network-on-Chip Application Mapping Based on Domain Knowledge Genetic Algorithm”,in Proceedings of the 2014 IAES International Conference on Electrical Engineering, Computer Science and Informatics (EECSI 2014), Yogyakarta, Indonesia, August 2014, pp. 86–90.
  38. M. Ab.Rahman, M.N. Marsono, “Load-balanced Adaptive Routing in Network-on-Chip”, in Proceedings of the 5th International Graduate Conference on Engineering Science & Humanity 2014 (IGCESH 2014), Johor Bahru, Malaysia, August 2014, pp. 244–245.
  39. H.R. Loo, M.N. Marsono, “Incremental Semi-Supervised Learning for Online Data Stream Classification”, in Proceedings of the 5th International Graduate Conference on Engineering Science & Humanity 2014 (IGCESH 2014), Johor Bahru, Malaysia, August 2014, pp. 164–165.
  40. S.J. Bassi, M.N. Marsono, “Online Events Processing Framework for In-Network Monitoring”, in Proceedings of the 5th International Graduate Conference on Engineering Science & Humanity 2014 (IGCESH 2014), Johor Bahru, Malaysia, August 2014, pp. 214–215.
  41. M.S. Rusli, A. Mineo, M. Palesi, G. Ascia, V. Catania, M.N. Marsono, “A Closed Loop Control based Power Manager for WiNoC Architectures”, in Proceedings of the 2014 ACM International Workshop on Manycore Embedded Systems (MES 2014), Minneapolis, USA, June 2014, pp. 60:60–60:63.
  42. Tze Hon Tan, Chia Yee Ooi, Yuan Wen Hau, N. Shaikh-Husin, M. N. Marsono, “Remote Dynamically Reconfigurable Platform using NetFPGA”, in Proceedings of the 2014 IEEE International Symposium on Circuits and Systems (ISCAS 2014), Melbourne, Australia, June 2014, pp. 1239–1242.
  43. Ling Kim Loo, Chia Yee Ooi, V. Y. Liew, Yuan Wen Hau, M. N. Marsono, “Packet Logging Mechanism for Adaptive Online Fault Detection on Network-on-Chip”, in Proceedings of the 2014 IEEE International Symposium on Circuits and Systems (ISCAS 2014), Melbourne, Australia, June 2014, pp. 1760–1763.
  44. J. Sirkunan, C.Y. Ooi, N. Shaikh-Husin, Y. W. Hau, M.N. Marsono, “Hardware Transactional Memory on Multi-processor FPGA Platform”, in Proceedings of the 2014 IEEE International Symposium on Circuits and Systems (ISCAS 2014), Melbourne, Australia, June 2014, pp. 2744–2747.
  45. H. Jamil, A. Mohammed, H. Ibrahim, S. Mohd Nor, M. N. Marsono, “Selection of online Features for Peer-to-Peer Network Traffic Classification”, Recent Advances in Intelligent Informatics: Advances in Intelligent Systems and Computing, Proceedings of the Second International Symposium on Intelligent Informatics (ISI’13), August 23-24 2013, Mysore, India, Volume 235, 2014, pp 379–390.
  46. M. Khalil-Hani, V.P. Nambiar, and M.N. Marsono, “Co-Simulation Methodology for Improved Design and Verification of Hardware Neural Networks”, in Proceedings of the 39th Annual Conference of the IEEE Industrial Electronics Society (IECON 2013), Vienna, Austria, November 2013, pp. 2226–2231.
  47. A. Mohammed, S. Mohd Nor, M. N. Marsono, “The Framework for Information Security Risk Network Management based on Bayesian Belief Decision Support System for Threat on the Campus”, in Proceedings of the First International Symposium on Innovative Technologies in Engineering and Sciences (ISITES’13), Sakarya, Turkey, June 2013, pp. 37–57.
  48. Y. Z. Tei, N. Shaikh Husin, Y. W. Hau, M. N. Marsono, “Network Partitioning and GA Heuristic Crossover for NoC Application Mapping”, in Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS 2013), Beijing China, May 2013, pp. 1228–1231.
  49. S. Wong, C. Y. Ooi, Y. W. Hau, M. N. Marsono, N. Shaikh Husin, “Feasible Transition Path Generation for EFSM-Based System Testing”, in Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS 2013), Beijing China, May 2013, pp. 1724–1727.
  50. H. A. Jamil, R. Zarei, N. O. Fadlelssied, S. Mohd. Nor, M. N. Marsono, “Analysis of Features Selection for P2P Traffic Detection Using Support Vector Machine”, in Proceedings of the International Conference of Information and Communication Technology (ICOICT 2013), Bandung, Indonesia, March 2013, pp. 116–121.
  51. T.-H Tan and M. N. Marsono, “Hardware Design Space Exploration of Cordic Algorithm For Run-Time Reconfigurable Platform”, in the Proceedings of the First International Conference on Green Computing, Technology and Innovation (ICGCTI 2013), Kuala Lumpur, Malaysia, March 2013. pp. 1–7.
  52. M. M. Hassan, M. N. Marsono, “A hybrid heuristics-statistical peer-to-peer traffic classifier”, in Proceedings of the 2012 International Conference on Computer Systems and Industrial Informatics (ICCSII), Sharjah, United Arab Emirates, December 2012, pp. 1–6.
  53. V. P. Nambiar, M. Khalil-Hani, M. N. Marsono, “Evolvable Block-Based Neural Networks for Real-Time Classification of Heart Arrhythmia From ECG Signals”, in the Proceedings of the 2012 IEEE EMBS International Conference on Biomedical Engineering and Sciences (IECBES 2012), Langkawi, Malaysia, December 2012, pp. 866–871
  54. I. Ismail, M. N. Marsono, S. Mohd Nor, “Augmenting Naive Bayes Classifier with Domain Knowledge in Detecting Malware”, in Proceedings of the Fourth International Conference on Advances in Computing, Control, and Telecommunication Technologies (ACT 2012), Kuala Lumpur, Malaysia, December 2012.
  55. V.P. Nambiar, M. Khalil-Hani, C.W. Sia, and M.N. Marsono, “Evolvable Block-Based Neural Networks for Classification of Driver Drowsiness based on Heart Rate Variability”, in Proceedings of the 2012 IEEE International Conference on Circuits and Systems (ICCAS 2012), Kuala Lumpuer, Malaysia, October 2012, pp. 156–161.
  56. Z. Md. Yusof, M. Khalil-Hani, N. Shaikh-Husin, and M.N. Marsono, “s.RABILA2: An Optimal VLSI Routing Algorithm with Buffer Insertion using Iterative RLC Model”, in Proceedings of the 2012 IEEE International Conference on Circuits and Systems (ICCAS 2012), Kuala Lumpuer, Malaysia, October 2012, pp. 48–53.
  57. A. Haghi, U.U. Sheikh, M.N. Marsono, “A Hardware/Software Co-Design Architecture of Canny Edge Detection”, in Proceedings of the Fourth International Conference on Computational Intelligence, Modelling, and Simulation (CIMSim2012), Kuantan Malaysia, September 2012, pp. 214–219.
  58. M. Khalil-Hani, V. P. Nambiar, M. N. Marsono, “GA-based Parameter Tuning in Finger-Vein Biometric Security Embedded System”, in Proceedings of the First IEEE International Conference on Communications in China: Communications Theory and Security (CTS 2012), Shanghai China, August 2012, pp. 279–284.
  59. A. Monemi, R. Zarei, M.N. Marsono, and M. Khalil-Hani, “Parameterizable Decision Tree Classifier on NetFPGA”, Advances in Intelligent Systems and Computing, Proceedings of the 2012 International Symposium on Intelligent Informatics (ISI’12) in Chennai, India in August 2012, Volume 182, 2013, pp. 119–128.
  60. R. Zarei, A. Monemi, and M.N. Marsono, “Retraining Mechanism for On-Line Peer-to-Peer Traffic Classification”, Advances in Intelligent Systems and Computing, Proceedings of the 2012 International Symposium on Intelligent Informatics (ISI’12) in Chennai, India in August 2012, Volume 182, 2013, pp. 373–382.
  61. A. Mohamed, S. Mohd Nor, M. N. Marsono, “Network Worm Propagation Model Based on a Campus Network Topology”, in Proceedings of the 2011 IEEE International Conferences on Internet of Things, and Cyber, Physical and Social Computing, Dalian, China, October 2011, pp. 653–659.
  62. S. Rajagopal, M. Nadisenejani, C. Y. Ooi, M. N. Marsono, “Multi-TAP Architecture for IP Core Testing and Debugging on Network-On-Chip”, in Proceedings of the 2011 IEEE Region 10 Conference (TENCON 2011), Bali, Indonesia, November 2011, pp. 697–700.
  63. Y. W. Hau, M. N. Marsono, C. Y. Ooi, M. Khalil-Hani, “A Network-on-Chip Simulation Framework for Homogeneous Multi-Processor System-on-Chip”, in Proceedings of the 2011 IEEE 9th International Conference on ASIC (ASICON 2011) , Xiamen, China, June 2011, pp. 199–202.
  64. A. Lit, M. N. Marsono, H. M. Basri, N. Shaikh-Husin, C. Y. Ooi, “nth-Level Network Partitioning in Network-on-Chip”, in Proceedings of the 2011 Engineering Conference (ENCON 2011) , Kuching, Malaysia, November 2011, pp. 1–5.
  65. A. Monemi, M. A. Mohamed, M. N. Marsono, “An FPGA Hardware Architecture of Nilsimsa Fingerprinting Algorithm”, in Proceedings of the 1st International Conference on Electrical, Control and Computer Engineering 2011 (INECCE 2011), Kuantan, Malaysia, June 2011, pp. 124–129.
  66. M. A. Mohamed, A. Monemi, M. N. Marsono, “Analytical Modelling of P2P Network Overlay Traffic”, in Proceedings of the 2011 3rd International Conference on Computer Engineering and Technology (ICCET 2011), Kuala Lumpur, Malaysia, June 2011, pp.215–220.
  67. S. A. Yunos, M. N. Marsono, I. E. Abdelaziz, “Modeling Router Hotspots on Network-On-Chip”, in Proceedings of the 13th International Conference on Advanced Communication Technology (ICACT2011), Phoenix Park, Korea, February 2011, pp.896–900.
  68. I. Ismail, M. N. Marsono, S. Mohd Nor, “Detecting Worms Using Data Mining Techniques: Learning in the Presence of Class Noise”, in Proceedings of the 6th International Conference on Signal-Image Technology and Internet-Based System, Kuala Lumpur, Malaysia, December 2010.
  69. H. Rajabi, M. N. Marsono, “A Framework for Automated Malcode Signature Generation”, in Proceedings of the 2010 IEEE Student Conference on Research and Development, Engineering: Innovation and Beyond (SCOReD 2010) , Kajang, Malaysia, November 2010. pp. 72–76.
  70. M. M. Hassan, M. N. Marsono, M. Abdullahi, “Online Statistical Approach for a Hybrid P2P Traffic Classifier”, in Proceedings of the Third International Graduate Conference on Engineering, Science and Humanities 2010 (IGCESH 2010), Johor Bahru, Malaysia, November 2010.
  71. M. Abdullahi, M. N. Marsono, M. M. Hassan, “State of the art techniques for P2P traffic control on corporate networks”, The Third International Graduate Conference on Engineering, Science and Humanities 2010 (IGCESH 2010), Johor Bahru, Malaysia, November 2010.
  72. M. M. Hassan and M. N. Marsono, “A Three-Class Heuristics Technique: Generating Training Corpus for Peer-to-Peer Traffic Classification”, IEEE International Conference on Internet Multimedia Systems Architecture and Application (IMSAA-10) , Bangalore India, December 2010.
  73. A. Seif, M. M. Porsalut, and M. N. Marsono, “A Hardware Architecture of Prewitt Edge Detection”, in Proceedings of the IEEE Conference on Sustainable Utilization and Development in Engineering and Technology (STUDENT 2010) , Petaling Jaya, Malaysia, November 2010. pp. 99–101.
  74. Z. Md.Yusof, C.-Y. Tan, A.-N. Wong, Z. Ibrahim, M. K. Hani and M. N. Marsono, “Link-Fit and Lazy Fit Algorithms in Compressed Memory System”, in Proceedings of the 4th Asia Modelling Symposium, Kota Kinabalu, Malaysia, May 2010.
  75. Y.W. Hau, M. Khalil-Hani, and M. N. Marsono, CODESL: A Framework for System-Level Modelling, “Co-simulation and Design-Space Exploration of Embedded Systems Based on System-on-Chip”, in Proceedings of the 2010 International Conference on Intelligent Systems, Modelling and Simulation (ISMS 2010), Liverpool, UK, January 2010, pp. 122 – 127
  76. M. Khalil-Hani, V.P. Nambiar, and M. N. Marsono, “Hardware Acceleration of OpenSSL Cryptographic Functions for High-Performance Internet Security”, in Proceedings of the 2010 International Conference on Intelligent Systems, Modelling and Simulation (ISMS 2010), Liverpool, UK, January 2010, pp. 122 – 127.
  77. Z. Md. Yusof, M. Khalil-Hani, M.N. Marsono, and N. Shaikh-Husin, “Optimizing multi-constraint VLSI interconnect routing”, in Proceedings of the 2009 12th International Symposium on Integrated Circuits (ISIC ’09), Singapore, December 2009, pp. 655 – 658.
  78. M. M. Ahmad Zabidi, J. Mustapa, M.M. Mokji, M.N. Marsono, and A.Z. Sha’ameri, “Embedded vision systems for ship recognition”, in Proceedings of the 2009 IEEE Region 10 Conference (TENCON 2009), Singapore, November 2009, pp. 1 – 5
  79. Y. Yusoff, R. Musa, N. Othman, H. Abdul Majid, M. S. Sulaiman, and M. N. Marsono, “A High-Gain and High-Speed OTA for 10-bit 50MS/s Pipelined ADC”, in Proceedings of the 2008 Student Conference on Research and Development (SCOReD 2008), Johor, Malaysia, November. 2008, 58-1–58-4.
  80. I. Ismail, S. Mohd Nor, and M. N. Marsono, “Malware Control: Issues and Challenges”, in Proceedings of the 2008 Student Conference on Research and Development (SCOReD 2008), Johor, Malaysia, November. 2008, 154-1–154-4.
  81. Z. Md. Yusof, M. Khalil-Hani, N. Shaikh-Husin, and M. N. Marsono, “Iterative RLC Models for Interconnect Delay Optimization in VLSI Routing Algorithms”, in Proceedings of the 2008 Student Conference on Research and Development (SCOReD 2008), Johor, Malaysia, November. 2008, 270-1–270-4.
  82. M. N. Marsono, M. W. El-Kharashi, and F. Gebali, “Rejecting spam at SMTP sessions”, in Procceedings of the 2007 IEEE Pacific Rim Conference on Communications, Computers, and Signal Processing (PACRIM 2007), Victoria, BC, Canada, August 2007, pp. 236–239.
  83. M. N. Marsono, M. W. El-Kharashi, and F. Gebali, “Performance analysis of server-side spam control strategies based on layer-3 classification”, in Proceedings of the IEEE Canadian Conference on Electrical and Computer Engineering (CCECE 2007), Vancouver, BC, Canada, April 2007, pp. 349–352.
  84. M. N. Marsono, M. W. El-Kharashi, F. Gebali, and S. Ganti, “A distributed e-mail classification for spam control”, in Proceedings of the 2006 Canadian Conference on Electrical and Computer Engineering (CCECE 2006), Ottawa, ON, Canada, May 2006, pp. 438–441.
  85. M. N. Marsono, M. W. El-Kharashi, and F. Gebali, “Binary LNS-based naive Bayes hardware classifier for spam control”, in Proceedings of the 2006 IEEE International Symposium on Circuit and System (ISCAS 2006), Island of Kos, Greece, May 2006, pp. 3674–3677.

BOOKS/CHAPTERS IN BOOKS
  1. Advances in Digital System, M. M. Ahmad Zabidi and M. N. Marsono (eds.), Penerbit UTM 2007. Penerbit UTM , Johor.
  2. M. N. Marsono, “Spam Control on Middleboxes: Hardware Architectural Requirements and Challenges”, Advances in Digital System, M. M. Ahmad Zabidi and M. N. Marsono (eds.), PenerbitUTM 2007. pp. 97 – 1116
  3. M. N. Marsono, A. N. M. E. Rafiq, F. Gebali, “On the effects of deobfuscation on spam detection accuracy”, Advances In Digital Signal Processing Applications, (M. Mohd Mokji, ed.). Penerbit UTM, Johor, pp. 163 — 176.
  4. A. N. M. E. Rafiq, M. N. Marsono, F. Gebali, “On the effects of class noise on spam detection accuracy”, Advances In Digital Signal Processing Applications, (M. Mohd Mokji, ed.). Penerbit UTM, Johor, pp. 177 — 191.