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» Training of Classifiers Using Virtual Samples Only
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BMCBI
2005
103views more  BMCBI 2005»
13 years 7 months ago
Many accurate small-discriminatory feature subsets exist in microarray transcript data: biomarker discovery
Background: Molecular profiling generates abundance measurements for thousands of gene transcripts in biological samples such as normal and tumor tissues (data points). Given such...
Leslie Grate
KDD
1998
ACM
170views Data Mining» more  KDD 1998»
13 years 12 months ago
Mining Audit Data to Build Intrusion Detection Models
In this paper we discuss a data mining framework for constructing intrusion detection models. The key ideas are to mine system audit data for consistent and useful patterns of pro...
Wenke Lee, Salvatore J. Stolfo, Kui W. Mok
JMLR
2002
137views more  JMLR 2002»
13 years 7 months ago
The Subspace Information Criterion for Infinite Dimensional Hypothesis Spaces
A central problem in learning is selection of an appropriate model. This is typically done by estimating the unknown generalization errors of a set of models to be selected from a...
Masashi Sugiyama, Klaus-Robert Müller
MICCAI
2007
Springer
14 years 8 months ago
High Throughput Analysis of Breast Cancer Specimens on the Grid
Breast cancer accounts for about 30% of all cancers and 15% of all cancer deaths in women in the United States. Advances in computer assisted diagnosis (CAD) holds promise for earl...
Lin Yang, Wenjin Chen, Peter Meer, Gratian Salaru,...
VR
2003
IEEE
141views Virtual Reality» more  VR 2003»
14 years 28 days ago
Device Independence and Extensibility in Gesture Recognition
Gesture recognition techniques often suffer from being highly device-dependent and hard to extend. If a system is trained using data from a specific glove input device, that syst...
Jacob Eisenstein, Shahram Ghandeharizadeh, Leana G...