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kernlab is definitely an extensible package for kernel-based equipment Mastering methods in R. It's going to take advantage of R’s new S4 object product and offers a framework for creating and applying kernel primarily based algorithms. The package deal is made up of dot product or service primitives (kernels), implementations of help vector devices as well as relevance vector equipment, Gaussian processes, a ranking algorithm, kernel PCA, kernel CCA, kernel aspect Evaluation, on-line kernel solutions and also a spectral clustering algorithm.
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