2 results about "Fuzzy classification" patented technology

The application discloses a two-viewpoint collaborative TSK fuzzy classification method based on residual dynamic guidance, which comprises the following steps: obtaining two characteristic viewpoints for the same class of samples; constructing a two-viewpoint deep stack TSK fuzzy classification model; introducing a cross-viewpoint staggered semantic consistency constraint mechanism to train two sub-models in the TSK fuzzy classification model; calculating the output results of each current layer of the two viewpoints to construct a classification residual signal; activating the distribution stability by using a fuzzy information entropy evaluation rule, and constructing a dynamic residual weight by combining the classification residual; constructing a cross-viewpoint projection operator to map the weighted residual guidance information of one viewpoint to the original characteristic space of the other viewpoint, and completing the dynamic mutual guidance and feature updating of the two viewpoints layer by layer. The application retains the inherent explainability of the zero-order TSK model, is lightweight in structure design, and effectively enhances the cross-viewpoint collaboration ability and generalization performance.