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A Novel Computational Method to Capture FPGA Technology Trends from Patent Information

机译:一种捕获专利信息捕获FPGA技术趋势的新型计算方法

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This paper provides a novel trend analysis of FPGA development with Machine Learning. Recently, demands for the computing power are expanding due to reform of industrial structure such as the Industry 4.0 and the explosive expansion of AI. In this paper, we reveal the technical development trend of the leading FPGA companies from the patent information with Machine Learning. We focus on the classification codes in the patent and employ Link Mining method as the analytical method. Link Mining is a conventional method to analyze the structural features of things. It simplifies the objects and the relations as the nodes and the edges. With the proposed method, we succeed in revealing the companies' focused technology fields, the transition of focusing areas, and their differences and common points from the results of extracting the graphs' features.
机译:本文通过机器学习提供了FPGA开发的新趋势分析。最近,由于工业结构如行业4.0等工业结构的改革和AI的爆炸性扩展,对计算能力的要求正在扩大。在本文中,我们揭示了来自机器学习的专利信息领先的FPGA公司的技术发展趋势。我们专注于专利和采用链接挖掘方法作为分析方法的分类代码。链接挖掘是分析事物结构特征的常规方法。它简化了对象和关系作为节点和边缘。通过提出的方法,我们成功地揭示了公司的重点技术领域,从提取图表特征的结果中的聚焦领域的转变,以及它们的差异和共同点。

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