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Scaling Gaussian Process Regression with Derivatives

Neural Information Processing Systems

Computing the model fit term, as well as the predictive moments of the GP, requires solving linear systems with the kernel matrix, while the complexity term, or Occam'sfactor[18],isthelogdeterminant ofthekernelmatrix.