How to prevent overfilling of 'fitrgp' function.

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Can someone help me about 'fitrgp' Gaussian process regression function? I meet an overfitting problem when model a sparse data set. I tested 'Regulerization' paprameter but it is useless. Appreciate any help. Thanks.

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R2017b

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