A high level of practical relevance
The majority of our research is conducted at the Institute of Computer Science (ICS) and our research institutes. The ICS operates for the most part as autonomous unit, run like a business and with a strong practical relevance. It is specialized on areas of expertise in Computer Science. The research is thus highly diverse and covers the following topics amongs others.
Artificial Intelligence and Machine Learning [AI:ML]
The Artificial Intelligence and Machine Learning [AI:ML] chair headed
by Prof. Damian Borth covers the area of deep neural networks. Our
research focuses on representation learning through supervised and
unsupervised approaches with applications to text-to-speech generation,
computer vision and remote sensing, and financial time-series data.
Please find further information here.
Data Science
Data science refers to the use of scientific methods, processes,
algorithms and systems to gain knowledge and insights from data in
various forms, both structured and unstructured. The research focuses on
the following areas:
- Data Science, Artificial Intelligence, Machine Learning, Knowledge Representation
- Natural Language Processing, Word-Embedding, Distributional Semantics, Multimodal Semantics
- Big Data, Linked Data, Semantic Web, Knowledge Graphs
Please find further information here.
Interaction- and Communication-based Systems
In our research group, we explore interactions among devices and
people in ubiquitous computing environments. Our focus is on the
integration of physical things into the Web, on increasing the autonomy
of Web-enabled devices and on making interactions of connected devices
intelligible for people.
Please find further information here.
Software Systems Programming and Development
The Software Systems Programming and Development Chair covers both
the development and evaluation of software artifacts. Our research
focuses on adaptive software systems and event-driven systems to
neuro-adaptive software systems and software development tools.
Please find further information here.