Dr. Song-Kyoo (Amang) Kim (Senior Member, IEEE) is an Associate Professor of Data Sciences and Operations Research in Macao Polytechnic University (MPU). Prior to move into Macao, he had taught various universities in UAE and he was the core faculty member of Asian Institute of Management who taught Technology, Innovation and Operations topics. Before joining the academe, he had been a Technical Manager of mobile communication division at Samsung Electronics for over 10 years and mainly dealt with technology management in IT industries.

  • Current Position
    Associate Professor, SMIEEE

    Macao Polytechnic University

  • Subjects Taught
    • Advanced Mathematics for Data Sciences (Ph.D);
    • Advanced Data Sciences (BS, MS, Ph.D);
    • Software Engineering (BS);
    • Security and Cryptography (BS, MS);
    • Calculus (BS);
    • Optimization Methods (MS)

  • Education

    • Ph. D., Operations Research, Florida Institute of Technology, USA, 2002.
    • M. S., Computer Engineering, Florida Institute of Technology, USA, 1999.
    • B. S., Physics, Kyungpook National University, Korea, 1998.

  • Research Interests

    • Operations Research, Operations Management; 
    • Applied Mathematics, Stochastic Models, Queueing Theory, Stochastic Optimization.
    • Artificial Intelligence,  Machine Learning; Cybersecurity (CPS), 
    • Data Sciences, Quantitative Analysis; 
    • MATLAB, GNU Octave;  
    • IoT, Blockchain/Bitcoin; Computer Networks, Network Architecture, Mobile Communication;

  • Work Experience

    • Associate Professor and Mathematical Scientist,
      Amang's Research Group, Faculty of Applied Sciences,
      Macao Polytechnic University, Macau, SAR.
    • Senior Research Scientist,
      Center on Cyber-Physical System, Khalifa University, Abu Dhabi, UAE.
    • Associate Professor, Systematic Innovation Professional,
      W. SyCip Graduate School of Business,
      Asian Institute of Management (AACSB accredited), Makati, Philippine.
    • Technical Manager, Mobile Communication Division,
      Senior Engineer, Broadband Network Division, Samsung Electronics, Gumi, South Korea

  • Additional Experience

    TRIZ Level 3, Six-Sigma BB.

  • Publications

    Selected Publications:

    1. Kim, S.-K., Yeun, C. Y., Damiani, E. and Lo, N.-W., A ML Framework for Biometric Authentication using ECG, IEEE Access 7 (2019), pp. 94858-94868.
    2. Kim, S.-K., Enhanced IoV Security Network by Using Blockchain Governance Game, Mathematics 9:2 (2021), 109.
    3. Kim, S.-K., Robust Pairwise n-Person Stochastic Duel Game, Mathematics 9:8 (2021), 825.
    4. Kim, S.-K., Multi-Layered Blockchain Governance Game, Axioms 11:1 (2022), 27.
    5. Kim, S.-K., Strategic Alliance For Blockchain Governance Game, Prob. in the Eng. and Info. Sci.36:1 (2022), pp. 184-200.
    6. Kim, S.-K., Shifted Brownian Fluctuation Game, Mathematics 10:10 (2022), 1735.
    7. Kim, S.-K., Advanced Drone Swarm Security by Using Blockchain Governance Game,Mathematics10:18 (2022), 3338.
    8. Kim, S.-K., Versatile Stochastic Two-Sided Platform Models, Mathematics 11:1 (2023), 131.
    9. Kim, S.-K., Various Blockchain Governance Games: A Review, Mathematics 11:10 (2023), 2273.
    10. Kim, S.-K., Two-Person Stochastic Duel with Energy Fuel Constraint Ammo, Mathematics 11:17 (2023), 3625.
    11. Kim, S.-K., Compact Data Learning for Machine Learning Classifications, Axioms 13:3 (2024), 137.
    12. Kim, S.-K., Kelly Criterion Extension: Advanced Gambling Strategy, Mathematics 12:11 (2024), 1725.
    13. Zhan, Z and Kim, S.-K., Versatile time-window sliding ML techniques for stock market forecasting, Artificial Intelligence Review 57 (2024), 209.
    14. Kim, S.-K., Feng, X. and et. al., Advanced Machine Learning Based Malware Detection Systems, IEEE Access 12 (2024), pp. 115296-115305.
    15. Kim, S.-K., Combined Bivariate Performance Measure, IEEE Transactions on Instrumentation and Measurement 73 (2024), 1009404.

  • Journal papers

    SCI(E) & SCOPUS Indexed

    1. Kim, S. -K. and Dshalalow, J. H., Stochastic Disaster Recovery Systems with External Resources, Mathematical and Computer Modelling 36 (2002), pp 1235-1257.
    2. Kim S.-K. and Dshalalow, J. H., A versatile stochastic maintenance model with reserve and super-reserve machines, Methodology and Computing in Applied Probability 5:1 (2003), pp 59-84.
    3. Kim, S. -K. and Hoier, N. N., Human Resource Allocation Applications of Stochastic Maintenance Models with Super-reserve Backups, Mathematical Methods in the Applied Sciences 28:9 (2005), pp 1115-1129.
    4. Kim, S. -K., Design of stochastic hitless-prediction router by using the first exceed level theory, Mathematical Methods in the Applied Sciences 28:12 (2005), pp 1481-1490.
    5. Kim, S.-K., Enhanced Management Method of Storage Area Network (SAN) Server with Random Remote Backups, Mathematical and Computer Modelling 42 (2005), pp 947-958.
    6. Kim, S.-K., Enhanced stochastic methodology for combined architecture of e-commerce and security networks, Mathematical Problems in Engineering 2009:691680 (2009), 11 pages.
    7. Kim, S.-K., Analytic Hierarchy Process Expansion for Innovation Performance Measurement Framework, Journal of Engineering, 2013:632845 (2013), 6 pages.
    8. Kim, S.-K., General Framework Design for Management of Technology Evolution, Journal of High Technology Management Research 24:2 (2013), pp 130-137.
    9. Kim, S.-K., Explicit Design of Innovation Performance Metrics by Using Analytic Hierarchy Process Expansion, International Journal of Mathematics and Mathematical Sciences 2014:125950 (2014), 7 pages.
    10. Kim, S.-K. and Parmar, V., Supply Value of Dong-In Entech in Philippines, Asian Journal of Management Cases 12:2 (2015), pp 164-171.
    11. Kim, S.-K., Lean Initiative Practice for Supplier Developments in Philippines, International Journal of Lean Six Sigma 6:4 (2015), pp 349-368.
    12. Kim, S.-K., A Case Study of Technological Innovation Practice by Using Algorithm of Inventive Problem Solving (ARIZ) in IT Sector, Computers & Industrial Engineering 107 (2017), pp. 360-366.
    13. Kim, S.-K., Blockchain Governance Game, Computers & Industrial Engineering 136 (2019), pp. 373-380.
    14. Kim, S.-K., Yeun, C. Y., Damiani, E. and Lo, N.-W., A Machine Learning Framework for Biometric Authentication using Electrocardiogram, IEEE Access 7 (2019), pp. 94858-94868.
    15. Al Alkeem E., Kim, S.-K. and et al., An Enhanced Electrocardiogram Biometric Authentication System Using Machine Learning, IEEE Access 7 (2019), pp. 123069-123075.
    16. Kim, S.-K. and Yeun, C. Y., A Versatile Queuing System For Sharing Economy Platform Operations, Mathematics 7:11 (2019), 1005.
    17. Kim, S.-K., Yeun, C. Y. and P. D. Yoo, An Enhanced Machine Learning-based Biometric Authentication System Using RR-Interval Framed Electrocardiograms, IEEE Access 7 (2019), pp. 168669-168674.
    18. Kim, S.-K., A Versatile Stochastic Duel Game, Mathematics 8:5 (2020), 678.
    19. Kim, S.-K., Antagonistic One-To-N Stochastic Duel Game, Mathematics 8:7 (2020), 1114.
    20. Kim, S.-K., Advanced Mathematical Business Strategy Formulation Design, Mathematics 8:10 (2020), 1642.
    21. Al Hammadi, A. Y., Kim, S.-K. (5th author) and et. al., Novel EEG Sensor-based Risk Framework for the Detection of Insider Threats in Safety Critical Industrial Infrastructure, IEEE Access 8 (2020), pp. 206222-206234.
    22. Kim, S.-K., Enhanced IoV Security Network by Using Blockchain Governance Game, Mathematics 9:2 (2021), 109.
    23. Kim, S.-K., Robust Pairwise n-Person Stochastic Duel Game, Mathematics 9:8 (2021), 825.
    24. Shanti, M. Z., Cho, C.-S., Kim, S.-K. (6th author) and et. al., A Novel Implementation of an AI-Based Smart Construction Safety Inspection Protocol in the UAE, IEEE Access 9 (2021), pp. 166603-166616.
    25. Kim, S.-K., Multi-Layered Blockchain Governance Game, Axioms 11:1 (2022), 27.
    26. Kim, S.-K., Strategic Alliance For Blockchain Governance Game, Prob. in the Eng. and Info. Sci. 36:1 (2022), pp. 184-200.
    27. Kim, S.-K., Shifted Brownian Fluctuation Game, Mathematics 10:10 (2022), 1735.
    28. Kim, S.-K., Advanced Drone Swarm Security by Using Blockchain Governance Game, Mathematics 10:18 (2022), 3338.
    29. Kim, S.-K., Versatile Stochastic Two-Sided Platform Models, Mathematics 11:1 (2023), 131.
    30. Yoon, S., Kim, S.-K. and et. al., Defect detection in composites by deep learning using solitary waves, International Journal of Mechanical Sciences 239 (2023), 107882.
    31. Kim, S.-K., Various Blockchain Governance Games: A Review, Mathematics 11:10 (2023), 2273.
    32. Kim, S.-K., Two-Person Stochastic Duel with Energy Fuel Constraint Ammo, Mathematics 11:17 (2023), 3625.
    33. Kim, S.-K., Compact Data Learning for Machine Learning Classifications, Axioms 13:3 (2024), 137.
    34. Zho, Y. and Kim, S.-K., Versatile ML-Based Authentications by Using Enhanced Time-Sliced Electrocardiograms, Information 15:4 (2024), 187.
    35. Kim, S.-K., Kelly Criterion Extension: Advanced Gambling Strategy, Mathematics 12:11 (2024), 1725.
    36. Feng, X. and Kim, S.-K., Novel Machine Learning Based Credit Card Fraud Detection Systems, Mathematics 12:12 (2024), 1869.
    37. Zhan, Z and Kim, S.-K., Versatile time-window sliding ML techniques for stock market forecasting, Artificial Intelligence Review 57 (2024), 209.
    38. Kim, S.-K., Feng, X. and et. al., Advanced Machine Learning Based Malware Detection Systems, IEEE Access 12 (2024), pp. 115296-115305.
    39. Kim, S.-K., Combined Bivariate Performance Measure, IEEE Transactions on Instrumentation and Measurement 73 (2024), 1009404.


    OTHER JOURNALS

    1. Kim, S.-K., Electronic commerce network modeling of randomly broken multi-channel servers with human factor, International Journal of Engineering and Technology 2:3 (2010), pp 232-237
    2. Kim, S.-K., Alternative Approach of Inventive Problem Solving for Digital Right Management Technology Innovation, International Journal of Engineering and Technology 3:3 (2011), pp 338-341
    3. Kim, S.-K., Alternative Approach of Inventive Problem Solving for Location Based Service Implementation, International Journal of Social Science and Humanity  1:2 (2011), pp 132-134
    4. Kim, S.-K., Innovative Design of Substance-Field Notations for Reformulating the Seventy-six Standard Solutions in TRIZ, International Journal of Systematic Innovation 1:4 (2011), pp 19-26.
    5. Kim, S.-K., Concept Design based on Substance-Field Model in Theory of Inventive Problem Solving, International Journal of Innovation, Management and Technology 3:4 (2012), pp 306-309
    6. Kim, S.-K., Advanced Software Protection Architecture by Using Systematic Innovation Methods,  International Journal of Engineering and Technology 4:5 (2012), pp 632-637
    7. Kim, S.-K., Stochastic Design of Enhanced Network Management Architecture and AlgorithmicImplementations, American Journal of Operations Research 3:1A (2013), pp 87-93
    8. Kim, S.-K., General Framework for User Experience Design based on Systematic Innovation, International Journal of Social Science and Humanity 3:2 (2013), pp 100-102
    9. Cruz, G. A. and Kim, S.-K., Enhanced Helipad Design for Safety Redundancy by Using Systematic Innovations, International Journal of Innovation, Management and Technology 4:2(2013), pp 238-241
    10. Kim, S.-K., Innovative New Product Development Practice by Using Systematic Innovations, International Journal of Innovation, Management and Technology 4:4 (2013), pp 419-421
    11. Kim, S.-K., New Process Design by Using Innovative Six-sigma Expansion Approach, International Journal of e-Edu., e-Bus., e-Mgt & e-Learn. 3:4 (2013), pp 297-300
    12. Kim, S.-K., Lean Practice Case for Improving Service Operations of Donuts Company, Journal of Service Science and Management 6:3 (2013), pp232-239
    13. Kim, S.-K., Systematic Innovation Based Design of Energy Efficient House Cooling System, International Journal of Environmental Science and Development 4:6 (2013), pp 624-627.
    14. Kim, S.-K., Cloud Server Management Method with Random Remote Backups, Journal of Advances in Computer Networks, 1:4 (2013), pp 291-294
    15. Kim, S.-K., Enhanced Connection Manager Design by Using Systematic Innovation Method, Journal of Advances in Computer Networks 2:3 (2014), pp 169-172.
    16. Kim, S.-K., Com2uS: Mobile Game Pioneer, International Journal of Teaching and Case Studies 5:2 (2014), pp189-196.
    17. Kim, S.-K., Com2uS Mobile Game Development, Journal of Information Technology Case and Application Research 16:3-4 (2014), pp 155-167.
    18. Kim, S.-K. and Candelaria, D., The Case for Operational Management: Millennium Printing Press Company, International Journal of Teaching and Case Studies 5:3-4 (2014), pp 265-275.
    19. Sagar, S. and Kim, S.-K., The Study for Adapting Knowledge Sharing Technologies into Indian Education Market, International Journal of Info. and Education Technology 5:7 (2015), pp 490-494.
    20. Kim, S.-K., The Capacity Decisions of Samhan C1 Brick Manufacturing, International Journal of Teaching and Case Studies 6:1 (2015), pp 35-43.
    21. Kim, S.-K., Systematic Innovation Practice for Enhanced Mobile Advertisement Protocol Design, International Journal of Social Science and Humanity 6:3 (2016), pp 235-238.
    22. Kim, S.-K., JenniferSoft: APM Software Development Leader in Korea, International Journal of Teaching and Case Studies 6:2 (2015), pp 95-107.
    23. Kim, S.-K., Building Up the Startup Ecosystem in Korea, International Journal of Teaching and Case Studies 6:2 (2015), pp 170-182.
    24. Kim, S.-K., Systematic Innovation Practice for Enhanced Mobile Advertisement Protocol Design, International Journal of Social Science and Humanity 6:3 (2016), pp 235-238.
    25. Kim, S.-K., Openly Innovative Entrepreneurship Practice: Cost-Effective 3D Printing Electronic Prosthetic Hand, International Journal of Teaching and Case Studies 7:1 (2016), pp 51-65.
    26. Kim, S.-K., Effective New Product Development by Using Inventive Problem Solving Tools in Systematic Innovation Method, International Journal of Systematic Innovation 5:2 (2018), pp. 18-24.



  • Conference Papers

    1. Kim, S. -K., A versatile stochastic reliability model with probabilistic super-reserve machines, KORMS 2001 fall conference, Tae-jun, Korea, October 20, 2001, pp 199-202
    2. Kim, S. -K., Probabilistic Micro Cell Prediction Model, SPIE Proc. on Digital Wireless Communication 4740 (2002), pp 34-41
    3. Kim, S. -K. and Shaikh, M. A., Management of Networked Printers via Statistical Analysis, Hawaii International Conference in Stat. & Related Fields, June 5-9, 2002
    4. Kim, S. -K. and Shaikh, M. A., Managing a Networked-Printer System using Queuing Methods, International Conf. on Industry, Eng. and Mgt. Systems, Cocoa Beach, Florida, March 2002
    5. Kim, S. -K. and Shaikh, M. A., Networked-Printers Allocation and Management via Statistical Analysis, 6th World Multiconference on Sys., Cybernetics and Info., Orlando, FL, July 14-18, 2002
    6. Kim, S. -K., Stochastic model with super-reserve backups, 4th International Conference on Operations and Quantitative Management, Taiwan, January 2-5, 2003, pp 126-131
    7. Kim, S. -K., Enhanced Networked Server Management with Random Remote Backups, SPIE Proc. on Performance and Control of Next-Generation Comm. Networks 5244 (2003), pp 106-114
    8. Kim, S. -K., Enhanced Probabilistic Micro Cell Prediction Model, SPIE Proc. on Digital Wireless Communication 5819 (2005), pp 58-64.
    9. Kim, S.-K., Innovation & Technology & Educations, 2014 4th International Conference on Education, Research and Innovation, Bangkok, Thailand, September 25-26, 2014
    10. Kim, S.-K., Innovation & Technology & Society, 2014 3rd International Conference on Humanity, Culture and Society, Las Vegas, NV, USA, December 17-18, 2014.
    11. Kim, S.-K., Innovation, Technology and Business Changers, 2015 International Conference on Industrial and Business Engineering, Bangkok, Thailand, July 3-4, 2015.
    12. Kim, S.-K., Innovation Adaptation for Business and Marketing Strategies, 2016 International Conference on Marketing, Business and Management, Bangkok, Thailand, October 9-11, 2016.
    13. Kim, S.-K., Enhanced Design of Stochastic Defense System with Mixed Game Strategies, EAI/Springer Innovations in Communication and Computing (2018), pp. 107-117.
    14. Kim, S.-K., Developing the Strategies for AI Products Based on the Technology Decomposition Framework, IEEE Proceedings of IEEM (2018), pp. 1250-1254.
    15. Kim, S.-K., Yeun, C. Y. and et al., New Blockchain Adoptation For Automotive Security by Using Systematic Innovation, IEEE Proceedings of ITEC-AC (2019), pp. 1-4.
    16. Kim, S.-K., Toward Compact Data from Big Data, IEEE Proceedings of ICITST (2020) , pp. 1-5.
    17. Kim, S.-K., Yeun, C. Y. and et al., Deep Learning-Based Arrhythmia Detection Using RR-Interval Framed Electrocardiograms, Lecture Notes in Networks and Systems, 694 (2023), pp. 11-21.
    18. Kim, S.-K. and Won U.-H., ChatGPT Impacts on Academia, IEEE Proceedings of ICSSE (2023), pp. 427-431.



  • Professional Membership:

    IEEE Senior, IET