Research

Cognitive Robotics and Robot Learning

• Developmental Robotics; Developmental learning
• Human-in-the-loop robot control and learning
• Shared control and human-robot co-adaptation
• Cognitive robotic architectures for lifelong robot learning
• Human-like robot learning
• Computational cost aware cognitive architectures
• Sample efficient learning in robots
• Reservoir computing for robot learning
• Learning from demonstration
• Human-to-robot skill transfer 
• Biologically plausible imitation and action understanding

Computer vision and image processing

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

Interactive Intelligent Systems

• Interactive Recommendation Systems
• Decision Support Systems
• Smart Negotiating Agents
• Explainable Artificial Intelligence Applications
• Preference Modeling and Elicitation
• Human-Robot Interaction
• Coordination, Cooperation and Team Formation in Multiagent Systems

Machine Learning in Financial Datasets

• Process time series data via deep learning
• Develop machine learning-based portfolio optimization techniques
• Detecting anomalies in problems in banking, such as fraud detection, via novel machine learning techniques
• Process financial textual datasets via deep learning

Natural Language Processing and Text Mining

• Natural Language Processing Fundamentals
• Biomedical Text Mining
• Natural Language Processing for Health
• Natural Language Processing for Education
• Multilingual Natural Language Processing
• Information Retrieval and Web Search
• Text Summarization
• Machine Translation
• Natural Language Processing for Code and Software Engineering
• Natural Language Processing for Law
• Natural Language Processing for Social Good (especially for disasters such as earthquake)