Anomaly mining is an important problem that finds numerous applications in various real world domains such as environmental monitoring, cybersecurity, finance, healthcare and medicine, to name a few. In this article, I focus on two areas, (1) point-cloud and (2) graph-based anomaly mining. I aim to present a broad view of each area, and discuss classes of main research problems, recent trends and future directions. I conclude with key take-aways and overarching open problems.

翻译：异常采矿是一个重要问题,在环境监测、网络安全、金融、医疗保健和医学等现实世界各个领域有许多应用,仅举几个例子。在文章中,我重点谈到两个领域:(1) 点云和(2) 图表反常采矿。我的目的是对每个领域提出一个广泛的看法,并讨论主要研究问题、最近的趋势和未来方向等类别。我最后谈了关键的取走问题和总体的开放问题。