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CIKM
2010
Springer
14 years 9 months ago
Regularization and feature selection for networked features
In the standard formalization of supervised learning problems, a datum is represented as a vector of features without prior knowledge about relationships among features. However, ...
Hongliang Fei, Brian Quanz, Jun Huan
KDD
2007
ACM
197views Data Mining» more  KDD 2007»
16 years 15 hour ago
Learning the kernel matrix in discriminant analysis via quadratically constrained quadratic programming
The kernel function plays a central role in kernel methods. In this paper, we consider the automated learning of the kernel matrix over a convex combination of pre-specified kerne...
Jieping Ye, Shuiwang Ji, Jianhui Chen
87
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PVLDB
2010
159views more  PVLDB 2010»
14 years 10 months ago
Explore or Exploit? Effective Strategies for Disambiguating Large Databases
Data ambiguity is inherent in applications such as data integration, location-based services, and sensor monitoring. In many situations, it is possible to “clean”, or remove, ...
Reynold Cheng, Eric Lo, Xuan Yang, Ming-Hay Luk, X...
DOCENG
2009
ACM
15 years 6 months ago
Web article extraction for web printing: a DOM+visual based approach
: © Web Article Extraction for Web Printing: a DOM+Visual based Approach Ping Luo, Jian Fan, Sam Liu, Fen Lin, Yuhong Xiong, Jerry; Liu HP Laboratories HPL-2009-185 Article extrac...
Ping Luo, Jian Fan, Sam Liu, Fen Lin, Yuhong Xiong...
NIPS
2008
15 years 1 months ago
Goal-directed decision making in prefrontal cortex: a computational framework
Research in animal learning and behavioral neuroscience has distinguished between two forms of action control: a habit-based form, which relies on stored action values, and a goal...
Matthew Botvinick, James An