Sentence examples for use a linear kernel from inspiring English sources

Also we use a linear kernel (rather than a pyramid one) during SVM classification, whereas a similarity measure based on Bhattacharyya coefficient [21] (instead of distance) when KNN is employed for classification purpose.

Different sources of data are combined by adding linear kernels at the input-space level, and for the output space we use a linear kernel between label vectors.

We used a linear kernel function as it is considered more efficient for real-time applications [51].

We have used a linear kernel with default parameter settings since this was shown to give better results than a radial basis function in our initial experiments.

The SVM developed a model based on the labels relative to the features and created a discriminant method using a linear kernel with default parameters to predict plausible target genes from paralogs.

Note that Equation (17) uses a linear kernel, where.

Our experiments were conducted using a linear kernel, known to perform well in document classification.

As a baseline, we trained (and evaluated in an analogous setting) the six models independently on each domain, both using a linear kernel and a Gaussian compounded kernel.

For the marker-based SPMMs, a genetic kernel matrix calculated using a linear kernel matrix incorporates only additive effects of markers.

All classifiers were built using SVM light http://svmlight.joachims.org/ using a linear kernel option and complete leave-one-out estimations were calculated for each experiment.

The SVM model used a linear kernel function and default parameters (a fixed regularization parameter C = 1) to compute a hyperplane that best separated the trial responses.