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» Generalization Error Bounds Using Unlabeled Data
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INFOCOM
2012
IEEE
11 years 11 months ago
A simpler and better design of error estimating coding
—We study error estimating codes with the goal of establishing better bounds for the theoretical and empirical overhead of such schemes. We explore the idea of using sketch data ...
Nan Hua, Ashwin Lall, Baochun Li, Jun Xu
SIGIR
2010
ACM
13 years 8 months ago
SED: supervised experimental design and its application to text classification
In recent years, active learning methods based on experimental design achieve state-of-the-art performance in text classification applications. Although these methods can exploit ...
Yi Zhen, Dit-Yan Yeung
ADCM
2008
111views more  ADCM 2008»
13 years 8 months ago
Sigma-delta quantization errors and the traveling salesman problem
In transmission, storaging and coding of digital signals we frequently perform A/D conversion using quantization. In this paper we study the maxiaml and mean square errors as a res...
Yang Wang
CORR
2010
Springer
145views Education» more  CORR 2010»
13 years 8 months ago
Network error correction with unequal link capacities
We study network error correction with unequal link capacities. Previous results on network error correction assume unit link capacities. We consider network error correction codes...
Sukwon Kim, Tracey Ho, Michelle Effros, Amir Salma...
ICPR
2008
IEEE
14 years 2 months ago
Transductive optimal component analysis
We propose a new transductive learning algorithm for learning optimal linear representations that utilizes unlabeled data. We pose the problem of learning linear representations a...
Yuhua Zhu, Yiming Wu, Xiuwen Liu, Washington Mio