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» Binary Sparse Coding
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112
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TCOM
2010
122views more  TCOM 2010»
15 years 28 days ago
Simple capacity-achieving ensembles of rateless erasure-correcting codes
—This paper is concerned with a simple binary erasure-recovery coding scheme that falls into the family of socalled semi-random low-density-parity-check (SR-LDPC) codes. Based on...
Xiaojun Yuan, Rong Sun, Li Ping
105
Voted
GLOBECOM
2008
IEEE
15 years 9 months ago
Scalable Redundancy for Sensors-to-Sink Communication
—In this paper, we present a new technique that uses deterministic binary network coding in a distributed manner to enhance the resiliency of Sensor-to-Base information flow aga...
Osameh M. Al-Kofahi, Ahmed E. Kamal
NIPS
2008
15 years 4 months ago
Spectral Hashing
Semantic hashing[1] seeks compact binary codes of data-points so that the Hamming distance between codewords correlates with semantic similarity. In this paper, we show that the p...
Yair Weiss, Antonio Torralba, Robert Fergus
157
Voted
CVPR
2010
IEEE
15 years 5 months ago
Classification and Clustering via Dictionary Learning with Structured Incoherence
A clustering framework within the sparse modeling and dictionary learning setting is introduced in this work. Instead of searching for the set of centroid that best fit the data, ...
Pablo Sprechmann, Ignacio Ramirez, Guillermo Sapir...
161
Voted
JMLR
2010
163views more  JMLR 2010»
14 years 9 months ago
Dense Message Passing for Sparse Principal Component Analysis
We describe a novel inference algorithm for sparse Bayesian PCA with a zero-norm prior on the model parameters. Bayesian inference is very challenging in probabilistic models of t...
Kevin Sharp, Magnus Rattray