Method of improving accuracy of recommendation system
A recommendation system and accuracy technology, applied in the field of Internet services, to achieve the effects of resisting scoring noise, improving recommendation accuracy, and good robustness
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[0038] Such as figure 1 , figure 2 As shown, the present invention provides a method for improving the accuracy of the recommendation system, comprising the following steps:
[0039] S1. Build data subsets
[0040] S11. Input a scored sample training set L and an ungraded sample set Un;
[0041] S12. Initialize the three data subsets as an empty set;
[0042] S13. According to the confidence, use the roulette algorithm to select labeled data into the data subset;
[0043] S14. Use the Bagging method to randomly select samples from the unlabeled data, and complete the grouping of the three data subsets. Such as figure 1 As shown, after the data set is divided into three data subsets, different subsets contain differentiated data samples. The differentiated subset includes scored (labeled) and unscored (unlabeled) data.
[0044] The construction of different data subsets is very important, and the differences between data subsets determine the effectiveness of semi-super...
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