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Enterprise Technology Opportunity Identification-Related Data

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DataCite Commons2025-04-27 更新2025-05-18 收录
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https://www.scidb.cn/detail?dataSetId=395dbc031a574739b8258b6007ec79c9
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This dataset includes the training set, testing set, prediction set for link prediction, as well as the calculation results of indicators related to enterprise technology opportunity identification. 1. Generation of training and testing sets Based on the movability in the network, the link prediction problem of the network is transformed into a binary classification problem, obtaining linked and unlinked edges. Node2vec is used to obtain network node features, and the edges are represented by the average point vector of the node pairs. Then, the training and testing sets are randomly divided in a 7:3 ratio. 2. Generation of prediction results Using node2vec to obtain the features of unlinked points in the network, calculate the vectors of any two point links, input them into the machine learning model, and output the link probability. 3. Indicator calculation results The Pandas library using Python programming is calculated based on the various formulas in the article. 4. Equipment Windows 64 Bitwise operation System
提供机构:
Science Data Bank
创建时间:
2023-11-10
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