About

Personal Profile

Name Ernie Chang Motto Excellence through Diversity Hobby Research, Swimming, Bicycling Field Quant;Cybersecurity;Artificial Intelligence

Experience / Education

• Quantative Researcher
  • Kronos Research (2025-)
• Doctor of Philosophy
  • Doctoral Program in Cyber Security of Electrical Engineering, National Taiwan Univerity, Taipei (2021-2026)
• Master Degree of Science
  • Graduate Institute of Communication Engineering, National Taiwan Univerity, Taipei (2017-2019)
• Bachelor Degree of Science
  • Department of Engineering Science and Ocean Engineering, National Taiwan University, Taipei (2012-2017)

Research interest

• High Frequency Trading
• Federated Learning, Software Defined Network
• Medical Imaging

Publication list

• [1] SDN-based Intelligent Firewalls and Load Balancers for Cloud Services
• [2] SDN-based Distributed Firewall
• [3] GPU Acceleration on Image Processing, Machine Decision, and Surgical Planning
• [4] Apply Deep Learning Neural Network to Forecast Number of Tourists
• [5] Cloud-Clustered Firewall with Distributed SDN Devices
• [6] Deep Learning for Malicious Flow Detection
• [7] Guidelines for 5G End to End Architecture and Security Issues
• [8] An Efficient Dynamic Rule Placement for Distributed Firewall in SDN
• [9] GPU Acceleration of a Patient-specific Airway Image Segmentation and Its Assessment
• [10] Federated Dynamic Match-Making for Co-opetition among Participants in Mobility-as-a-Service
• [11] FINISH: Efficient and Scalable NMF-based Federated Learning for Detecting Malware Activities
• [12] AI-URG: Account Identity-based Uncertain Graph Framework for Fraud Detection
• [13] Enhancing Visitor Forecasting with Target-concatenated Autoencoder and Ensemble Learning
• [14] Toward Trustworthy Artificial Intelligence: An Integrated Framework Approach Mitigating Threats
• [15] P4USE: P4-Based User Equipment Fingerprinting for Mitigating DoS Signaling Attacks on the 5 G Control Plane

Professional Service

• Journal article reviewer
  • IEEE Transactions on Fuzzy Systems (1 manuscripts reviewed)
  • Journal of Ambient Intelligence and Humanized Computing (1 manuscripts reviewed)
  • The Journal of Supercomputing (2 manuscripts reviewed)
  • International Journal of Data Science and Analytics (1 manuscripts reviewed)
  • Frontiers in Artificial Intelligence, section AI in Business (1 manuscripts reviewed)

E-mail

ernie55ernie@zohomail.com