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PR
2008
113views more  PR 2008»
13 years 7 months ago
Do unbalanced data have a negative effect on LDA?
For two-class discrimination, Ref. [1] claimed that, when covariance matrices of the two classes were unequal, a (class) unbalanced dataset had a negative effect on the performanc...
Jing-Hao Xue, D. Mike Titterington
NIPS
2007
13 years 9 months ago
Statistical Analysis of Semi-Supervised Regression
Semi-supervised methods use unlabeled data in addition to labeled data to construct predictors. While existing semi-supervised methods have shown some promising empirical performa...
John D. Lafferty, Larry A. Wasserman
ESA
2004
Springer
143views Algorithms» more  ESA 2004»
14 years 1 months ago
Data Migration on Parallel Disks
Our work is motivated by the problem of managing data on storage devices, typically a set of disks. Such storage servers are used as web servers or multimedia servers, for handling...
Leana Golubchik, Samir Khuller, Yoo Ah Kim, Svetla...
DAC
2012
ACM
11 years 10 months ago
Cache revive: architecting volatile STT-RAM caches for enhanced performance in CMPs
Spin-Transfer Torque RAM (STT-RAM) is an emerging non-volatile memory (NVM) technology that has the potential to replace the conventional on-chip SRAM caches for designing a more ...
Adwait Jog, Asit K. Mishra, Cong Xu, Yuan Xie, Vij...
BMCBI
2008
132views more  BMCBI 2008»
13 years 7 months ago
Exon level integration of proteomics and microarray data
Background: Previous studies comparing quantitative proteomics and microarray data have generally found poor correspondence between the two. We hypothesised that this might in par...
Danny A. Bitton, Michal J. Okoniewski, Yvonne Conn...