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Filter by: Select category from list Couldn't find the full form or full meaning of KPLS? Notify me of new comments via email. Cancel Report. Create a new account. Log In. Know what is KPLS? Got another good explanation for KPLS? KPLS is faster than kriging because of the low number of hyperparameters to be estimated while maintaining a good accuracy. This model is suitable for high-dimensional problems due to the kernel constructed through the PLS method.
The PLS method  is a well known tool for high-dimensional problems that searches the direction that maximizes the variance between the input and output variables. This is done by a projection in a smaller space spanned by the so-called principal components. The PLS information are integrated into the kriging correlation matrix to scale the number of inputs by reducing the number of hyperparameters.
Both absolute exponential and squared exponential kernels are available for KPLS model. More details about the KPLS approach could be found in these sources . Navigation index next previous SMT 1. Quick search. Training - done.
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