Domain-aware data analytics and predictive modelling
Data in different application areas often come in varying forms and with degrees of complexity and characteristics. The theme builds upon techniques acquired from learning analytics, behavioural analytics, process mining, and text mining to develop tailored learning approaches for domains such as health, manufacturing, mobility, energy, education, and business.
As human experts possess extensive domain knowledge in many applications. We develop hybrid data analytics solutions that integrate knowledge-based and data-driven machine learning models for more accurate and trustworthy predictions.