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171
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BMCBI
2004
180views more  BMCBI 2004»
15 years 4 months ago
Noise filtering and nonparametric analysis of microarray data underscores discriminating markers of oral, prostate, lung, ovaria
Background: A major goal of cancer research is to identify discrete biomarkers that specifically characterize a given malignancy. These markers are useful in diagnosis, may identi...
Virginie M. Aris, Michael J. Cody, Jeff Cheng, Jam...
168
Voted
APLAS
2009
ACM
15 years 11 months ago
Scalable Context-Sensitive Points-to Analysis Using Multi-dimensional Bloom Filters
Abstract. Context-sensitive points-to analysis is critical for several program optimizations. However, as the number of contexts grows exponentially, storage requirements for the a...
Rupesh Nasre, Kaushik Rajan, Ramaswamy Govindaraja...
ICASSP
2011
IEEE
14 years 8 months ago
Theoretical analysis of musical noise in Wiener filtering family via higher-order statistics
Recently, one of the authors has reported that the amount of generated musical noise is strongly correlated with higher-order statistics of the power spectra. On the basis of this...
Takayuki Inoue, Hiroshi Saruwatari, Kiyohiro Shika...
115
Voted
ICML
2006
IEEE
16 years 5 months ago
Nightmare at test time: robust learning by feature deletion
When constructing a classifier from labeled data, it is important not to assign too much weight to any single input feature, in order to increase the robustness of the classifier....
Amir Globerson, Sam T. Roweis
141
Voted
KDD
2009
ACM
170views Data Mining» more  KDD 2009»
16 years 5 months ago
Genre-based decomposition of email class noise
Corruption of data by class-label noise is an important practical concern impacting many classification problems. Studies of data cleaning techniques often assume a uniform label ...
Aleksander Kolcz, Gordon V. Cormack