We present cyber-security problems of high importance. We show that in order to solve these cyber-security problems, one must cope with certain machine learning challenges. We provide novel data sets representing the problems in order to enable the academic community to investigate the problems and suggest methods to cope with the challenges. We also present a method to generate labels via pivoting, providing a solution to common problems of lack of labels in cyber-security.
翻译:我们提出了非常重要的网络安全问题。我们表明,为了解决这些网络安全问题,我们必须应对某些机器学习挑战。我们提供了代表问题的新数据集,以使学术界能够调查问题并提出应对挑战的方法。我们还提出了一个通过连接生成标签的方法,为缺乏网络安全标签的常见问题提供了解决办法。