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NIPS
2008
15 years 7 months ago
Natural Image Denoising with Convolutional Networks
We present an approach to low-level vision that combines two main ideas: the use of convolutional networks as an image processing architecture and an unsupervised learning procedu...
Viren Jain, H. Sebastian Seung
SDM
2008
SIAM
122views Data Mining» more  SDM 2008»
15 years 7 months ago
Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing
Sample selection bias is a common problem in many real world applications, where training data are obtained under realistic constraints that make them follow a different distribut...
Jiangtao Ren, Xiaoxiao Shi, Wei Fan, Philip S. Yu
SIROCCO
2008
15 years 7 months ago
Average Binary Long-Lived Consensus: Quantifying the Stabilizing Role Played by Memory
Abstract. Consider a system composed of n sensors operating in synchronous rounds. In each round an input vector of sensor readings x is produced, where the i-th entry of x is a bi...
Florent Becker, Sergio Rajsbaum, Ivan Rapaport, Er...
IASTEDSE
2004
15 years 7 months ago
A deterministic density algorithm for pairwise interaction coverage
Pairwise coverage of factors affecting software has been proposed to screen for potential errors. Techniques to generate test suites for pairwise coverage are evaluated according ...
Charles J. Colbourn, Myra B. Cohen, Renée T...
NIPS
2004
15 years 7 months ago
Hierarchical Eigensolver for Transition Matrices in Spectral Methods
We show how to build hierarchical, reduced-rank representation for large stochastic matrices and use this representation to design an efficient algorithm for computing the largest...
Chakra Chennubhotla, Allan D. Jepson
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