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DAGSTUHL
2009
13 years 6 months ago
A Case Study in Goal-Driven Architectural Adaptation
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 ...
William Heaven, Daniel Sykes, Jeff Magee, Jeff Kra...
DAGSTUHL
2009
13 years 6 months ago
Median Topographic Maps for Biomedical Data Sets
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...
Barbara Hammer, Alexander Hasenfuss, Fabrice Rossi
DAGSTUHL
2009
13 years 6 months ago
Statistical Mechanics of On-line Learning
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...
Michael Biehl, Nestor Caticha, Peter Riegler
DAGSTUHL
2009
13 years 6 months ago
Policy-Based Architectural Adaptation Management: Robotics Domain Case Studies
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...
John C. Georgas, Richard N. Taylor