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TNN
2008
129views more  TNN 2008»
13 years 10 months ago
Data Visualization and Dimensionality Reduction Using Kernel Maps With a Reference Point
In this paper, a new kernel-based method for data visualization and dimensionality reduction is proposed. A reference point is considered corresponding to additional constraints ta...
Johan A. K. Suykens
AAAI
2011
12 years 10 months ago
Tree Sequence Kernel for Natural Language
We propose Tree Sequence Kernel (TSK), which implicitly exhausts the structure features of a sequence of subtrees embedded in the phrasal parse tree. By incorporating the capabili...
Jun Sun, Min Zhang, Chew Lim Tan
ICML
2005
IEEE
14 years 11 months ago
Preference learning with Gaussian processes
In this paper, we propose a probabilistic kernel approach to preference learning based on Gaussian processes. A new likelihood function is proposed to capture the preference relat...
Wei Chu, Zoubin Ghahramani
ICML
2010
IEEE
13 years 11 months ago
On Sparse Nonparametric Conditional Covariance Selection
We develop a penalized kernel smoothing method for the problem of selecting nonzero elements of the conditional precision matrix, known as conditional covariance selection. This p...
Mladen Kolar, Ankur P. Parikh, Eric P. Xing
SIES
2008
IEEE
14 years 4 months ago
Scalably distributed SystemC simulation for embedded applications
SystemC becomes popular as an efficient system-level modelling language and simulation platform. However, the solethread simulation kernel obstacles its performance progress from ...
Kai Huang, Iuliana Bacivarov, Fabian Hugelshofer, ...