소프트웨어융합대학 - 소프트웨어융합대학

  • 부교수 Data Science, Machine Learning and AI
  • 파르만알리
    Lab Data Mining and AI Lab

관심분야

NLP (Sentiment Analysis and Topic Modeling), Social Networking Analysis,
Recommendation Systems, Medical Informatics, Data Mining, and AI

학력

  • PhD in Information and Communication Technology, Inha University, South Korea (Aug 2018)
  • MS in Information System, Gyeongsang National University, South Korea (Feb 2015)
  • BS in Computer Science, University of Peshawar, Pakistan (June 2011)

약력/경력

  • Associate Professor, Sungkyunkwan University, South Korea (March 2025 ~ Present)
  • Assistant Professor, Sungkyunkwan University, South Korea (March 2024 ~ Feb 2025)
  • Assistant Professor, Sejong University, South Korea (Sept 2019 ~ Feb 2024)
  • Post-Doctoral Fellow, Inha University, South Korea (Sept 2018 ~ Aug 2019)
  • Researcher, Inha University, South Korea (Sept 2015 ~ Aug 2018)
  • Research Assistant, Gyeongsang National University, South Korea (March 2013 ~ Feb 2015)
  • Lecturer, Swat Polytechnic Institute and College, Pakistan (March 2012 ~ Feb 2013)

학술지 논문

  • (2025)  PRIVIUM: A differentiated privacy-privilege model for user security and safety in the metaverse.  COMPUTERS & SECURITY.  159,  2025
  • (2025)  A Novel caching framework for information-centric IoT using deep reinforcement Proximal Policy Optimization.  COMPUTER COMMUNICATIONS.  241,  2025
  • (2025)  PRISM-IIoT: A holistic approach for privacy preservation in industrial IoT using advanced cryptography and blockchain-enabled auditability framework.  ALEXANDRIA ENGINEERING JOURNAL.  128,  2025
  • (2025)  Fed-IoMT-Block: A Privacy-Preserving Framework for Secure Federated Learning in Consumer-Centric Internet of Medical Things.  IEEE TRANSACTIONS ON CONSUMER ELECTRONICS.  71,  3
  • (2025)  Integrating GANs, Contrastive Learning, and Transformers for Robust Medical Image Analysis.  IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS.  2025,  2025
  • (2025)  MediGuard: Protecting Sensitive Healthcare Data with Privacy-Preserving Language Models.  IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS.  2025,  2025
  • (2025)  Tri-STANet: An advanced framework integrating dual axis transformer and morphological encoding for enhanced AS detection.  EXPERT SYSTEMS WITH APPLICATIONS.  297,  2026
  • (2025)  Intent-Based Networking with Deep Reinforcement Learning for Detecting Decreased Rank Attacks in Low-Power and Lossy IoT Networks.  IEEE INTERNET OF THINGS JOURNAL.  2025,  2025
  • (2025)  Enhancing user verification and data security scheme for fog computing using self sovereign identification.  AD HOC NETWORKS.  175,  2025
  • (2025)  AI-Driven Dynamic Allocation and Management Optimization for EV Charging Stations.  IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS.  2025,  2025
  • (2025)  Quantum neural networks for multimodal sentiment, emotion, and sarcasm analysis.  ALEXANDRIA ENGINEERING JOURNAL.  124,  2025
  • (2025)  AI-enabled driver assistance: monitoring head and gaze movements for enhanced safety.  COMPLEX & INTELLIGENT SYSTEMS.  11,  2025
  • (2025)  Groundbreaking taxonomy of metaverse characteristics.  ARTIFICIAL INTELLIGENCE REVIEW.  58,  2025
  • (2025)  Smart waste management: a systematic review and scientometric analysis of artificial intelligence applications.  ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY.  2025,  2025
  • (2025)  Enhanced Diabetic Retinopathy Detection: An Explainable Semi-Supervised Approach Using Contrastive Learning.  IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS.  2025,  2025
  • (2025)  Ensuring Zero Trust IoT Data Privacy: Differential Privacy in Blockchain Using Federated Learning.  IEEE TRANSACTIONS ON CONSUMER ELECTRONICS.  71,  01
  • (2025)  Cutting-Edge strategies for absence data identification in natural hazards: Leveraging Voronoi-Entropy in flood susceptibility mapping with advanced AI techniques.  JOURNAL OF HYDROLOGY.  648,  2025
  • (2025)  Improving flood-prone areas mapping using geospatial artificial intelligence (GeoAI): A non-parametric algorithm enhanced by math-based metaheuristic algorithms.  JOURNAL OF ENVIRONMENTAL MANAGEMENT.  375,  2025
  • (2025)  Quantum-inspired framework for big data analytics: evaluating the impact of movie trailers and its financial returns.  JOURNAL OF BIG DATA.  12,  2025
  • (2025)  Survey: application and analysis of generative adversarial networks in medical images.  ARTIFICIAL INTELLIGENCE REVIEW.  58,  2025

단행본

  • (2025)  Ocean Remote Sensing Based on Radar, Sonar and Optical Techniques.  MDPI-Multidisciplinary Digital Publishing Institute.  공동

수상/공훈

  • Outstanding Research Award (Dean’s Choice of the Best Researcher during graduate program) at Inha University (Aug 2018)
  • Outstanding Research Award (Excellence of Journal Publication-2017) among national and international students at Inha University (April 2018)

학술회의논문

  • (2025)  A Comparative Analysis of Artificial Intelligence Methods for Breast Cancer Interpretation.  2025 International Joint Conference on Neural Networks (IJCNN).  이탈리아
  • (2024)  Active RIS-Aided Terahertz Communications with Phase Error and Beam Misalignment.  15th International Conference on Information and Communication Technology Convergence (ICTC).  대한민국