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FOCS
2010
IEEE
14 years 8 months ago
Learning Convex Concepts from Gaussian Distributions with PCA
We present a new algorithm for learning a convex set in n-dimensional space given labeled examples drawn from any Gaussian distribution. The complexity of the algorithm is bounded ...
Santosh Vempala
ACL
2009
14 years 8 months ago
Directional Distributional Similarity for Lexical Expansion
Distributional word similarity is most commonly perceived as a symmetric relation. Yet, one of its major applications is lexical expansion, which is generally asymmetric. This pap...
Lili Kotlerman, Ido Dagan, Idan Szpektor, Maayan Z...
SAC
2008
ACM
14 years 9 months ago
Modelling adaptive services for distributed systems
There exists a growing class of distributed applications that require adaptive middleware services, i.e., services that are able to monitor changes in the execution environment an...
Liliana Rosa, Antónia Lopes, Luís Ro...
ICTAC
2010
Springer
14 years 8 months ago
Scalable Distributed Concolic Testing: A Case Study on a Flash Storage Platform
Flash memory has become a virtually indispensable component for mobile devices in today’s information society. However, conventional testing methods often fail to detect hidden b...
Yunho Kim, Moonzoo Kim, Nam Dang
SDM
2012
SIAM
237views Data Mining» more  SDM 2012»
13 years 16 days ago
A Distributed Kernel Summation Framework for General-Dimension Machine Learning
Kernel summations are a ubiquitous key computational bottleneck in many data analysis methods. In this paper, we attempt to marry, for the first time, the best relevant technique...
Dongryeol Lee, Richard W. Vuduc, Alexander G. Gray