Professional field system cold start recommendation method based on knowledge graph
A professional field and knowledge graph technology, applied in the fields of natural language processing and data mining, can solve problems such as inability to achieve system cold start, poor accuracy, etc.
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[0033] The present invention will be further described below in conjunction with the accompanying drawings.
[0034] refer to Figure 1 ~ Figure 3 , a cold-start recommendation method for professional domains based on knowledge graphs, including the following steps:
[0035] (1) Construction of professional domain knowledge graph: construct professional domain knowledge graph in a semi-automatic way, first manually initialize professional domain knowledge graph based on professional domain classification directory, and then use Internet knowledge to automatically expand professional domain knowledge graph;
[0036] (2) User / item portrait and word vector training: extract tags from user registration information and item description text, and train professional field word vectors based on Internet texts;
[0037] (3) User / item matching score: firstly, link user tags and item tags in the knowledge graph respectively, and then calculate the user / item matching value based on the s...
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