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» Algorithms for Large, Sparse Network Alignment Problems
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128
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SDM
2003
SIAM
129views Data Mining» more  SDM 2003»
15 years 3 months ago
Approximate Query Answering by Model Averaging
In earlier work we have introduced and explored a variety of different probabilistic models for the problem of answering selectivity queries posed to large sparse binary data set...
Dmitry Pavlov, Padhraic Smyth
BMCBI
2006
136views more  BMCBI 2006»
15 years 2 months ago
EMD: an ensemble algorithm for discovering regulatory motifs in DNA sequences
Background: Understanding gene regulatory networks has become one of the central research problems in bioinformatics. More than thirty algorithms have been proposed to identify DN...
Jianjun Hu, Yifeng D. Yang, Daisuke Kihara
ICDM
2008
IEEE
141views Data Mining» more  ICDM 2008»
15 years 9 months ago
Scalable Tensor Decompositions for Multi-aspect Data Mining
Modern applications such as Internet traffic, telecommunication records, and large-scale social networks generate massive amounts of data with multiple aspects and high dimensiona...
Tamara G. Kolda, Jimeng Sun
151
Voted
TIP
1998
142views more  TIP 1998»
15 years 2 months ago
Inversion of large-support ill-posed linear operators using a piecewise Gaussian MRF
Abstract—We propose a method for the reconstruction of signals and images observed partially through a linear operator with a large support (e.g., a Fourier transform on a sparse...
Mila Nikolova, Jérôme Idier, Ali Moha...
ECCV
2002
Springer
16 years 4 months ago
A Tale of Two Classifiers: SNoW vs. SVM in Visual Recognition
Numerous statistical learning methods have been developed for visual recognition tasks. Few attempts, however, have been made to address theoretical issues, and in particular, stud...
Ming-Hsuan Yang, Dan Roth, Narendra Ahuja