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CORR
2010
Springer
253views Education» more  CORR 2010»
13 years 9 months ago
Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition
Adaptive sparse coding methods learn a possibly overcomplete set of basis functions, such that natural image patches can be reconstructed by linearly combining a small subset of t...
Koray Kavukcuoglu, Marc'Aurelio Ranzato, Yann LeCu...
CORR
2010
Springer
128views Education» more  CORR 2010»
13 years 9 months ago
Sublinear Optimization for Machine Learning
Abstract--We give sublinear-time approximation algorithms for some optimization problems arising in machine learning, such as training linear classifiers and finding minimum enclos...
Kenneth L. Clarkson, Elad Hazan, David P. Woodruff
CORR
2008
Springer
87views Education» more  CORR 2008»
13 years 9 months ago
Green Codes: Energy-Efficient Short-Range Communication
Abstract-- A green code attempts to minimize the total energy per-bit required to communicate across a noisy channel. The classical information-theoretic approach neglects the ener...
Pulkit Grover, Anant Sahai
CORR
2008
Springer
100views Education» more  CORR 2008»
13 years 9 months ago
Lossy Source Transmission over the Relay Channel
Lossy transmission over a relay channel in which the relay has access to correlated side information is considered. First, a joint source-channel decode-and-forward scheme is propo...
Deniz Gündüz, Elza Erkip, Andrea J. Gold...
CORR
2008
Springer
134views Education» more  CORR 2008»
13 years 9 months ago
Algorithmic Based Fault Tolerance Applied to High Performance Computing
: We present a new approach to fault tolerance for High Performance Computing system. Our approach is based on a careful adaptation of the Algorithmic Based Fault Tolerance techniq...
George Bosilca, Remi Delmas, Jack Dongarra, Julien...