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» Independent component analysis: algorithms and applications
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COLT
2004
Springer
15 years 4 months ago
Statistical Properties of Kernel Principal Component Analysis
The main goal of this paper is to prove inequalities on the reconstruction error for Kernel Principal Component Analysis. With respect to previous work on this topic, our contribu...
Laurent Zwald, Olivier Bousquet, Gilles Blanchard
ICML
2007
IEEE
16 years 1 days ago
Full regularization path for sparse principal component analysis
Given a sample covariance matrix, we examine the problem of maximizing the variance explained by a particular linear combination of the input variables while constraining the numb...
Alexandre d'Aspremont, Francis R. Bach, Laurent El...
ICRA
2010
IEEE
138views Robotics» more  ICRA 2010»
14 years 9 months ago
GenoM3: Building middleware-independent robotic components
The topic of reusable software in robotics is now largely addressed. Components based architectures, where components are independent units that can be reused accross applications,...
Anthony Mallet, Cédric Pasteur, Matthieu He...
ACSD
2010
IEEE
197views Hardware» more  ACSD 2010»
14 years 9 months ago
Order-Independence of Vector-Based Transition Systems
Abstract--Semantics of many specification languages, particularly those used in the domain of hardware, is described in terms of vector-based transition systems. In such a transiti...
Matthias Raffelsieper, Mohammad Reza Mousavi, Hans...
ESA
1998
Springer
154views Algorithms» more  ESA 1998»
15 years 3 months ago
A Functional Approach to External Graph Algorithms
We present a new approach for designing external graph algorithms and use it to design simple, deterministic and randomized external algorithms for computing connected components, ...
James Abello, Adam L. Buchsbaum, Jeffery Westbrook