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An Analysis of Research Trends in Computer Security over the Last Decade

机译:近十年来计算机安全研究趋势分析

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Recently, text mining has popularly been used not only to identify important topics but also predict future tends in a research field. In this paper, we apply text mining to analyze the research trends in the field of computer security over the last decade. We collected 2,256 papers published in the four major security conferences (CCS, NDSS, USENIX Security and S&P) between 2008 and 2017. We extracted keywords from the title and abstract in each paper and used them to identify important topics based on word frequency counts for each keyword. We analyzed the rankings and the changes in the most frequent keywords every year. Our observations from the analysis would be useful for understanding the popularity of computer security research, and predict potentially important research topics (e.g., SGX, Fuzzing, Blockchain, IoT and SDN) in the near future.
机译:最近,文本挖掘不仅被用于识别重要主题,而且还可以预测研究领域的未来趋势。在本文中,我们应用文本挖掘来分析过去十年中计算机安全领域的研究趋势。我们收集了2008年至2017年在四大主要安全会议(CCS,NDSS,USENIX Security和S&P)上发布的2,256篇论文。我们从每篇论文的标题和摘要中提取了关键字,并使用它们根据词频来识别重要主题。每个关键字。我们分析了每年最频繁使用的关键字的排名和变化。我们从分析中获得的观察结果将有助于理解计算机安全研究的普及,并在不久的将来预测潜在的重要研究主题(例如SGX,Fuzzing,Blockchain,IoT和SDN)。

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