Data classification method based on intuitive fuzzy integration and system
A technique for fuzzy intuition, data classification
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[0029] The present invention will be described in detail below in conjunction with the accompanying drawings and specific embodiments.
[0030] The classification method suitable for unbalanced data of the present invention is as figure 1 shown, including the following steps:
[0031] Step 101: cleaning the original data set, and classifying the original POS class samples according to their intra-class positions;
[0032] Step 102: Generate POS artificial samples and prepare training data sets;
[0033] Step 103: Prepare approximately balanced classification samples between classes for each base classifier, and train the base classifier;
[0034] Step 104: classify the samples to be classified with the base classifier, and transform the equivalent utility of the classification output into an intuitionistic fuzzy matrix;
[0035] Step 105: Combine the classifier weights to fuse the membership and non-membership degrees of the samples to be classified belonging to the POS cla...
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