Research

Computer Vision and Image Processing

• Deep learning-based multi-object detection and tracking
• Video and single-image super-resolution
• Deep learning-based image enhancement
• Action recognition and anomaly detection
• Autonomous navigation and aerial surveillance for UAVs
• Remote sensing
• Medical image analysis

Cognitive Robotics and Learning in Robots

• Developmental Robotics; Developmental Learning
• Human-Robot Control and Learning in the Loop
• Shared Control and Human-Robot Co-Adaptation
• Cognitive Robotics Architectures for Lifelong Robot Learning
• Human-Like Robotic Learning
• Cognitive Architectures with Cost Awareness
• Learning with Efficient Sampling in Robots
• Robot Learning with Reservoir Computers
• Learning from Demonstration
• Human-to-Robot Skill Transfer
• Biologically Realistic Imitation and Action Detection

Interactive Intelligent Systems

• Interactive Recommendation Systems
• Decision Support Systems
• Intelligent Negotiating Agents
• Explainable Artificial Intelligence Applications
• Preference Modeling and Inference
• Human-Robot Interaction
• Coordination, Collaboration, and Team Building in Multi-Agent Systems

Processing Financial Data Through Artificial Learning

• Processing Time Series Data with Deep Learning Methods
• Developing Relatively Newer Techniques for Portfolio Building Through Artificial Learning
• Anomaly Detection in Various Financial Data, such as Fraud Prediction in Banking
• Processing Text Data in the Finance Sector Through Deep Learning

Natural Language Processing and Text Mining

• Fundamentals of Natural Language Processing
• Biomedical Text Mining
• Natural Language Processing in the Healthcare Sector
• Natural Language Processing in the Education Sector
• Multilingual Natural Language Processing
• Information Retrieval Systems and Search Engines
• Automatic Text Summarization
• Automatic Language Translation
• Natural Language Processing for Software Engineering
• Natural Language Processing in the Legal Sector
• Natural Language Processing for Society (especially for disaster situations such as earthquakes)