Method for clustering network-based short texts
A clustering method and text clustering technology, applied in text database clustering/classification, unstructured text data retrieval, special data processing applications, etc., can solve the problems of few clustering studies, unsatisfactory clustering results, Value is very sensitive and other issues, to achieve the effect of high clustering accuracy, ideal clustering effect, and strong practicability
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[0063] 1. Experiment with the TFIDF formula for weight calculation in preprocessing.
[0064] This paper obtains user comment information from Zhongguancun Online as an experimental data set. First, the traditional TFIDF formula is used for calculation, and the experimental data set is word-segmented by the word segmentation software ICTCLAS of the Chinese Academy of Sciences. Table 1 below is the result of removing stop words from the experimental part of the text.
[0065]
[0066] Now we select the first text in Table 1 after removing the stop words and use the original TFIDF formula to calculate the weights of their feature items, and the results are shown in Table 2 below.
[0067]
[0068] From the number of texts containing feature items in text 1, it can be seen that the highest number is not necessarily the most important, so although some words contain many texts, they are not important keywords for distinguishing texts. It can be seen that the original TFIDF ...
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