Research
Research of the AI group in the Cognitive Science institute includes topics in Analogical Reasoning, Logic Programming, Formal Semantics.
Below you find a list of specific research interests. For further information, please visit the projects and the individual home pages.
| Analogical Reasoning | Predictive analogies in qualitative physics, heuristic-driven theory projection | Helmar Gust, Kai-Uwe Kühnberger, Angela Schwering, Ulf Krumnack |
|---|---|---|
| Algebraic Methods in AI | Category Theory, closure spaces, channels, topologies, universal algebra, Coalgebras | Helmar Gust, Kai-Uwe Kühnberger |
| Logic Programming and Constraints | PROLOG and PROLOG extensions for CLP | Helmar Gust |
| Cognitive Robotics | Autonomous and embodied agent models of categorization and symbolic behavior | Ulas Turkmen |
| Knowledge Management | Mapping-Tools for Cooperative Work and Learning, distributed learning, terminology extraction, ontologies, internal document structure, text mining |
Petra Ludewig, Helmar Gust, Kai-Uwe Kühnberger, Peter Geibel |
| Media-based Learning Environments | Helmar Gust, Philipp Hügelmeyer, Robert Mertens, Tobias Thelen, Tobias Wollermann | |
| Machine Learning for Structured Descriptions | Inductive Logic Programming, Relational Decision Trees, Prototype Generation, Kernel Methods |
Peter Geibel |
| Cost Models in Supervised Learning | Generalized Cost Models, Example-Dependent Costs, Cost-Dependent Sampling | Peter Geibel |
| Intelligent Process Control | Risk-Sensitive Reinforcement Learning, Potential Based-Approaches, Shaping | Peter Geibel |
| Ontology Design | Ontology generation and adaptation, extraction of semantic information from syntactic data. | Helmar Gust, Kai-Uwe Kühnberger, Jens Michaelis, Tonio Wandmacher, Ekaterina Ovchinnikova, Ulas Türkmen, Konstantin Todorov |
| Neuro-Symbolic Integration | Learning logical theories and complex data structures with neural networks. | Helmar Gust,Kai-Uwe Kühnberger, Peter Geibel |
| Cognitive Integration | Reducing cognitive diversity to a few principles in order to achieve human-level intelligence. | Helmar Gust,Kai-Uwe Kühnberger, Peter Geibel |
Last modified on 22 January, 2010 - 17:52