Method for automatically evaluating scientific and technical literature novelty by utilizing computer
A novelty, computer technology, applied in the field of scientific and technological novelty retrieval, can solve the problem of single detection method
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Embodiment 1
[0051] This embodiment provides a method for automatically evaluating the novelty of scientific and technological documents using a computer, which includes the following steps:
[0052] A. Novelty detection based on document content ranking;
[0053] B. Novelty detection based on document semantic comparison;
[0054] C. Novelty detection based on key terms;
[0055] D. Novelty detection based on numerical indicators;
[0056] E. Obtain their respective novelty scores based on steps A-D, and use the regression model to calculate the total novelty score of the newness search document.
[0057] Such asfigure 1 As shown, in step A, when the user input content is searched and compared, a search and sorting method based on content relevance is adopted to retrieve the text most relevant to the user input content from the library. The task of similar text retrieval is to find a document that is most similar to it in a document library given a piece of text, and sort the documents...
Embodiment 2
[0095] This embodiment provides another method for automatically evaluating the novelty of scientific and technological documents, such as Figure 4 As shown, the method of the present embodiment includes the following steps:
[0096] Step 1: Compare the novelty search documents with domestic or foreign documents respectively, and get the scores of domestic and foreign indicators. Each indicator score includes: relevance based on content ranking, similarity based on semantic comparison, key term score, and numerical indicator score.
[0097] Step 2: Then use the regression model to calculate the total score of domestic and foreign novelty of the new document. The regression model used in this study is multiple linear regression, whose independent variables are often affected by several important factors, and two or more influencing factors need to be used as independent variables to explain the changes of the dependent variable. The novelty evaluation system involves multipl...
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