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» Analysis of Random Noise and Random Walk Algorithms
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COLT
2005
Springer
14 years 1 months ago
Separating Models of Learning from Correlated and Uncorrelated Data
We consider a natural framework of learning from correlated data, in which successive examples used for learning are generated according to a random walk over the space of possibl...
Ariel Elbaz, Homin K. Lee, Rocco A. Servedio, Andr...
MSWIM
2006
ACM
14 years 1 months ago
The power of choice in random walks: an empirical study
In recent years different authors have proposed the used of random-walk-based algorithms for varying tasks in the networking community. These proposals include searching, routing...
Chen Avin, Bhaskar Krishnamachari
ICPR
2008
IEEE
14 years 2 months ago
Stereo matching using random walks
This paper presents a novel two-phase stereo matching algorithm using the random walks framework. At first, a set of reliable matching pixels is extracted with prior matrices de...
Rui Shen, Irene Cheng, Xiaobo Li, Anup Basu
SDM
2012
SIAM
304views Data Mining» more  SDM 2012»
11 years 10 months ago
Fast Random Walk Graph Kernel
Random walk graph kernel has been used as an important tool for various data mining tasks including classification and similarity computation. Despite its usefulness, however, it...
U. Kang, Hanghang Tong, Jimeng Sun