Sentence examples for by exploiting a kernel from inspiring English sources
Linear in its basic formulation, SVM classifiers become non-linear with respect to the given data by exploiting a kernel function or, simply, a kernel.
By exploiting specific kernel properties fast algorithms can be constructed.
A support vector machine exploiting a linear kernel is trained on different combinations of feature sets for each classification task.
We were exploiting a linear kernel K (x i, x j ) = x i T x j using LIBLINEAR [ 27] in combination with Weka [ 28].
For the text genre under scrutiny we showed that support vector machines exploiting a linear kernel produce state of the art results for sentence boundary detection.
If these relabeled independent q-ary DMCs are identically distributed, such that (W^{prime }_{(i)} = W'_{(j)}) for ∀i,j∈ [ 1,N ′], it is proved in [11] that polar codes for q-ary input DMCs achieves the symmetric channel capacity when q=2 r by exploiting the same kernel as in [1].
Kernel machines tackle the problem of pattern recognition by exploiting the so-called kernel trick [32]: empirical samples are projected in a high-dimensional Hilbert space, where the mapping function is easier to retrieve.
By exploiting the properties of kernel methods, relations between genes with similar functions but active in alternative pathways could be incorporated in a support vector machine classifier based on spectral graph theory.
The energy scalability within ES-GSF is achieved by exploiting the relative significance of kernel coefficients existing on different boundaries.
