Yellow River basin evolution analysis method based on text mining
A technology of text mining and analysis methods, which is applied in the fields of instruments, computing, and electronic digital data processing, etc., and can solve the problems that cannot satisfy the accuracy, immediacy and intersectionality of document analysis
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Embodiment 1
[0074] The present invention provides a method for analyzing the evolution of the Yellow River Basin based on text mining, refer to figure 1 ,include:
[0075] S1: Process the mined text to obtain analysis samples corresponding to the evolution of the Yellow River Basin;
[0076] S2: Co-occurrence pairing is performed on the knowledge elements contained in each document in the analysis sample to obtain a corresponding co-occurrence relationship, and based on the co-occurrence relationship, a corresponding knowledge element co-occurrence network is constructed;
[0077] S3: constructing a citation coupling network based on the citation path of each document in the analysis sample, and constructing a knowledge element fusion network based on the citation coupling network and the knowledge element co-occurrence network;
[0078] S4: constructing target knowledge element networks corresponding to different time slices based on the network centrality index value corresponding to t...
Embodiment 2
[0095] On the basis of Embodiment 1, the described method for analyzing the evolution of the Yellow River Basin based on text mining, S1: processing the mined text to obtain analysis samples corresponding to the evolution of the Yellow River Basin, refer to figure 2 ,include:
[0096] S101: Perform a keyword search on the literature database based on the keyword list of the evolution analysis of the Yellow River Basin, and obtain a search result;
[0097] S102: establish a link protocol between the retrieval result and the evolution analysis platform;
[0098] S103: Obtain the source link corresponding to each document in the latest retrieval result in real time based on the link protocol;
[0099] S104: Obtain corresponding mined text based on the source link;
[0100] S105: Perform segment clipping, word segmentation processing, word frequency statistics, and keyword tagging on the mined text to obtain corresponding analysis samples.
[0101] In this embodiment, the keyw...
Embodiment 3
[0109] On the basis of Embodiment 2, in the described method for analyzing the evolution of the Yellow River Basin based on text mining, S105: perform fragment interception, word segmentation processing, word frequency statistics, and keyword tagging on the mined text to obtain corresponding analysis samples, include:
[0110] Performing citation fragment interception and core fragment interception on the mining sample to obtain corresponding valid text;
[0111] Perform word segmentation on the valid text to obtain a word segmentation result;
[0112] Perform word frequency statistics based on the word segmentation results to obtain statistical results;
[0113] Obtain segment keywords based on the statistical results, and perform keyword tagging on corresponding text segments to obtain keyword tagging results;
[0114] Obtain word bag data corresponding to each document based on the statistical result and the keyword labeling result, and use the word bag data and the valid...
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