Shymala Gowri Selvaganapathy

About

I am an academician and inquisitive Machine Learning Security Researcher. Have 10+ years of teaching and mentoring experience. Research interests include malware detection and machine learning. Handed courses include: Machine Learning, Information Security, Artificial Intelligence, Malware Analysis & Reverse Engineering

Employment

• PSG College of Technology Assistant Professor
  2012 - Present

Education

• Anna University: Chennai, Tamil Nadu, IN PhD (ICE)
  2019 - 2024
• Sri Krishna College of Engineering and Technology M.E (Computer Science and Engineering)
  2010 - 2012
• Government College of Technology B.Tech (Information Technology)
  2003 - 2007

Projects & Funding

Projects & funding information is unavailable.

Publications (39)

• Enhancing IoT Security with Lightweight XGBoost Based Intrusion Detection System
  2026 2nd International Conference on Intelligent Systems for Communication Iot and Security Iciscois 2026 2026 DOI: 10.1109/ICISCoIS62701.2026.11448070
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• A Lightweight Attention-Enhanced Deep Learning Framework for Malware Detection in IoT: A Comparative Study of Structured and Image-Based Data Representations
  Springer Series in Reliability Engineering 2026 DOI: 10.1007/978-3-032-09917-4_16
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• Securing Driver Safety: A Review on Adversarial Robustness for Computer Vision-Based Drowsiness Detection
  2026 2nd International Conference on Intelligent Systems for Communication Iot and Security Iciscois 2026 2026 DOI: 10.1109/ICISCoIS62701.2026.11447822
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• Enhancing PE Malware Detection: A Comparative Study of Feature-Based and Image-Based Representations
  Springer Series in Reliability Engineering 2026 DOI: 10.1007/978-3-032-09917-4_15
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• MALWARE DETECTION SYSTEM TO IDENTIFY ADVERSARIAL MALWARE AND METHOD THEREOF
  Government of India, Patent Office, India 2025
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• Analyzing IoT Malware Detection using Image and Feature Representations CNN and ResNet-Based Study on the CICIoT2023 Dataset
  Proceedings of the 2025 3rd International Conference on Advances in Computation Communication and Information Technology Icaiccit 2025 2025 DOI: 10.1109/ICAICCIT68829.2025.11434245
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• Attention-Enhanced Deep Learning Models for EEG-Based Driver Drowsiness Detection
  2025 International Conference on Intelligent Innovations in Engineering and Technology Iciiet 2025 2025 DOI: 10.1109/ICIIET65921.2025.11377561
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• Comparative analysis of Transformer and Computer Vision-Based Models for Windows Malware Detection
  Conference Proceedings 2025 IEEE Silchar Subsection Conference IEEE Silcon 2025 2025 DOI: 10.1109/SILCON67893.2025.11327108
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• DeepFM model based Trustworthy Web Service Recommendation System
  2025 International Conference on Next Generation Computing Systems Intelligent System for Sustainable Development Icngcs 2025 Conference Proceedings 2025 DOI: 10.1109/ICNGCS64900.2025.11183139
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• Hashed Nebula: Self-attention with Feature Engineering for Dynamic Malware Detection
  International Conference on Communication Computing Networking and Control in Cyber Physical Systems Ccncps 2025 2025 DOI: 10.1109/CCNCPS66785.2025.11135752
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