{"type":"ScholarlyArticle","title":"Anomaly Mining - Past, Present and Future","authors":[{"name":"Leman Akoglu","slug":"leman-akoglu","given":"Leman","family":"Akoglu","affiliation":""}],"abstract":"Anomaly mining is an important problem that finds numerous applications in various real world do- mains 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. \r\n\r\nDisclaimer. I try to provide an overview of past and recent trends in both areas within 4 pages. Undoubtedly, these are my personal view of the trends, which can be organized differently. For brevity, I omit all technical details and refer to corresponding papers. Again, due to space limit, it is not possible to include all (even most relevant) references, but a few representative examples.","doi":"10.24963/ijcai.2021/697","url":"https://ijcai.org/proceedings/2021/697","pdf":"https://ijcai.org/proceedings/2021/0697.pdf","markdown":"https://ijcai.org/proceedings/2021/697.md","bibtex":"https://ijcai.org/proceedings/2021/bibtex/697","volume":{"slug":"2021","title":"Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2021","url":"https://ijcai.org/proceedings/2021/","year":2021,"location":"Montreal","dates":"19-27 August 2021","editors":"Prof. Zhi-Hua Zhou","isbn":"978-0-9992411-9-6","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2021"},"section":"Early Career","track":"Early Career","number":697,"pages":{"first":4932,"last":4936},"keywords":["Data Mining: Anomaly/Outlier Detection","Machine Learning: Deep Learning","Data Mining: Mining Graphs, Semi Structured Data, Complex Data","Machine Learning: Unsupervised Learning"],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}