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NECO
2010
97views more  NECO 2010»
13 years 6 months ago
Rademacher Chaos Complexities for Learning the Kernel Problem
In this paper we develop a novel generalization bound for learning the kernel problem. First, we show that the generalization analysis of the kernel learning problem reduces to in...
Yiming Ying, Colin Campbell
RAS
2010
137views more  RAS 2010»
13 years 6 months ago
Development of complex robotic systems using the behavior-based control architecture iB2C
This paper presents a development methodology for complex robotic systems using the behavior-based control architecture iB2C (integrated Behavior-Based Control). It is shown how a...
Martin Proetzsch, Tobias Luksch, Karsten Berns
IANDC
2006
83views more  IANDC 2006»
13 years 7 months ago
Implicit complexity over an arbitrary structure: Quantifier alternations
We provide machine-independent characterizations of some complexity classes, over an arbitrary structure, in the model of computation proposed by L. Blum, M. Shub and S. Smale. We...
Olivier Bournez, Felipe Cucker, Paulin Jacob&eacut...
IJON
2006
148views more  IJON 2006»
13 years 7 months ago
Spatio-temporal dynamics in fMRI recordings revealed with complex independent component analysis
Abstract. Independent component analysis (ICA) of functional magnetic resonance imaging (fMRI) data is commonly carried out under the assumption that each source may be represented...
Jörn Anemüller, Jeng-Ren Duann, Terrence...
JC
2006
53views more  JC 2006»
13 years 7 months ago
The randomized information complexity of elliptic PDE
We study the information complexity in the randomized setting of solving a general elliptic PDE of order 2m in a smooth, bounded domain Q Rd with smooth coefficients and homogene...
Stefan Heinrich