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» Analysis and Application of Adaptive Sampling
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99
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ECCV
2006
Springer
16 years 2 months ago
Sampling Representative Examples for Dimensionality Reduction and Recognition - Bootstrap Bumping LDA
Abstract. We present a novel method for dimensionality reduction and recognition based on Linear Discriminant Analysis (LDA), which specifically deals with the Small Sample Size (S...
Hui Gao, James W. Davis
94
Voted
SDM
2008
SIAM
134views Data Mining» more  SDM 2008»
15 years 2 months ago
Direct Density Ratio Estimation for Large-scale Covariate Shift Adaptation
Covariate shift is a situation in supervised learning where training and test inputs follow different distributions even though the functional relation remains unchanged. A common...
Yuta Tsuboi, Hisashi Kashima, Shohei Hido, Steffen...
109
Voted
CHI
2003
ACM
16 years 1 months ago
A context-aware experience sampling tool
A new software tool for user-interface development and assessment of ubiquitous computing applications is available for CHI researchers. The software permits researchers to use co...
Stephen S. Intille, John Rondoni, Chuck Kukla, Isa...
116
Voted
COOPIS
2004
IEEE
15 years 4 months ago
A Mobile Agent Infrastructure for QoS Negotiation of Adaptive Distributed Applications
Abstract. QoS-aware distributed applications such as certain Multimedia and Ubiquitous Computing applications can benefit greatly from the provision of QoS guarantees from the unde...
Roberto Speicys Cardoso, Fabio Kon
BMCBI
2010
224views more  BMCBI 2010»
15 years 25 days ago
An adaptive optimal ensemble classifier via bagging and rank aggregation with applications to high dimensional data
Background: Generally speaking, different classifiers tend to work well for certain types of data and conversely, it is usually not known a priori which algorithm will be optimal ...
Susmita Datta, Vasyl Pihur, Somnath Datta