Sentence examples for using a linear kernel from inspiring English sources

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.

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

The predictions are performed using a linear kernel SVM classifier with the default complexity parameter C =5 (Fan et al. 2008 ).

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 classification of the hippocampus samples was performed using a linear kernel with a gamma = 0.01 and cost = 1 (library e1071, version 1.6-1).

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

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.

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.

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

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.