DAGSTUHL
2009
13 years 12 months ago
2009
Abstract. Median clustering extends popular neural data analysis methods such as the self-organizing map or neural gas to general data structures given by a dissimilarity matrix on...
DAGSTUHL
2009
13 years 12 months ago
2009
Self-adaptive component-based architectures facilitate the building of systems capable of dynamically adapting to varying execution context. Such a dynamic adaptation is particular...
DAGSTUHL
2009
13 years 12 months ago
2009
It is commonly agreed that a self-adaptive software system is one that can modify itself at run-time due to changes in the system, its requirements, or the environment in which it ...
DAGSTUHL
2009
13 years 12 months ago
2009
Abstract. In this paper we elaborate on the challenges of learning manifolds that have many relevant clusters, and where the clusters can have widely varying statistics. We call su...
DAGSTUHL
2009
13 years 12 months ago
2009
Robotics is a challenging domain that exhibits a clear need for self-adaptive capabilities, as self-adaptation offers the potential for robots to account for their unstable and unp...
DAGSTUHL
2009
13 years 12 months ago
2009
To operate reliably in environments where interaction with an operator is infrequent or undesirable, an autonomous system should be capable of both determining how to achieve its ...
DAGSTUHL
2009
13 years 12 months ago
2009
To deal with the increasing complexity of software systems and uncertainty of their environments, software engineers have turned to self-adaptivity. Self-adaptive systems are capab...
DAGSTUHL
2009
13 years 12 months ago
2009
We introduce and discuss the application of statistical physics concepts in the context of on-line machine learning processes. The consideration of typical properties of very large...
DAGSTUHL
2009
13 years 12 months ago
2009
DAGSTUHL
2009
13 years 12 months ago
2009
Abstract. Software must be constantly adapted to changing requirehe time scale, abstraction level and granularity of adaptations may vary from short-term, fine-grained adaptation t...