Sentence examples for used the linear kernel from inspiring English sources

As an SVM kernel, we used the linear kernel [2, 8].

In this experiment, we used the linear kernel function for mapping each local feature, which are then combined in the MKL framework.

On the other hand, the evaluated SVM technique is provided by the well-known LibSVM toolbox.7 We have used the linear kernel with the default parameters, as suggested by Kolcz and Alspector [34].

Considering the efficiency, we used the linear kernel of Libsvm with default parameters and 5-fold cross-validation in this process.

To prove the necessity of mSVDD, we also compare mSVDD with CVM using the linear kernel (i.e., LCVM).

Wrapper methods based on SVM mostly use the linear kernel that is not suitable for CGH data.

We also note that the difference between models trained over single domains when using the linear kernel or the Gaussian one is nonstatistically significant.

Also, the objective function for the LP is linear, while it is quadratic for SVM even when using the linear kernel.

In addition, using the linear kernel can reduce the training time for some algorithms, such as the OP-ELM and the VOP-ELM algorithms.

For each vocabulary-based gene-by-term data source, we create a kernel matrix using the linear kernel function and the kernel normalization method proposed by (Shawe-Taylor and Cristianini, 2004), (Chapter 5).

It is also worth pointing out that, for all these approaches, using nonlinear kernels (the S and G functions) generally achieves a higher recognition rate than using the linear kernel.