Abstract: Highlights•We analyze the basic solution of a generalized differential operator.•We give a class of convolution kernel function.•We propose a semi-supervised multi-layer convolution kernel SVM algorithm.•We define two semi-supervised methods: SSMCK-MKL and SSMCK-AO.
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