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» Efficient implementation of SVM for large class problems
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NIPS
2008
13 years 8 months ago
Relative Margin Machines
In classification problems, Support Vector Machines maximize the margin of separation between two classes. While the paradigm has been successful, the solution obtained by SVMs is...
Pannagadatta K. Shivaswamy, Tony Jebara
ICDM
2010
IEEE
146views Data Mining» more  ICDM 2010»
13 years 5 months ago
One-Class Matrix Completion with Low-Density Factorizations
Consider a typical recommendation problem. A company has historical records of products sold to a large customer base. These records may be compactly represented as a sparse custom...
Vikas Sindhwani, Serhat Selcuk Bucak, Jianying Hu,...
ICCS
2005
Springer
14 years 27 days ago
Java-Based Grid Service Spread and Implementation in Remote Sensing Applications
Remote sensing applications often concern very large volumes of spatio-temporal data, the emerging Grid computing technologies bring an effective solution to this problem. The Open...
Yanguang Wang, Yong Xue, Jianqin Wang, Chaolin Wu,...
IPPS
2002
IEEE
14 years 10 days ago
Parallel Genehunter: Implementation of a Linkage Analysis Package for Distributed-Memory Architectures
We present a parallel algorithm for performing multipoint linkage analysis of genetic marker data on large family pedigrees. The algorithm effectively distributes both the computa...
Gavin C. Conant, Steve Plimpton, William Old, Andr...
PAAPP
2002
150views more  PAAPP 2002»
13 years 7 months ago
Scalability analysis of parallel GMRES implementations
Applications involving large sparse nonsymmetric linear systems encourage parallel implementations of robust iterative solution methods, such as GMRES(k). Two parallel versions of...
Masha Sosonkina, Donald C. S. Allison, Layne T. Wa...