On Using Classification Datasets to Evaluate Graph Outlier Detection: Peculiar Observations and New Insights
Author:
Affiliation:
1. Heinz College Information Systems & Public Policy, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA.
Publisher
Mary Ann Liebert Inc
Subject
Information Systems and Management,Computer Science Applications,Information Systems
Link
https://www.liebertpub.com/doi/pdf/10.1089/big.2021.0069
Reference45 articles.
1. 1. Aggarwal CC. Outlier analysis. In: Data mining. Switzerland: Springer, 2015. pp. 237–263.
2. 2. Hawkins DM. Identification of outliers, vol. 11. the Netherlands: Springer. 1980.
3. 3. Emmott AF, Das S, Dietterich T, et al. Systematic construction of anomaly detection benchmarks from real data. In: Proceedings of the ACM SIGKDD Workshop on Outlier Detection and Description. 2013. pp. 16–21.
4. 4. Emmott A, Das S, Dietterich T, et al. A meta-analysis of the anomaly detection problem. arXiv. 2015:1503.01158.
5. On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study
Cited by 21 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Anomaly detection with dual-channel heterogeneous graph based on hypersphere learning;Information Sciences;2024-10
2. Motif-Consistent Counterfactuals with Adversarial Refinement for Graph-level Anomaly Detection;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24
3. Imbalanced Graph-Level Anomaly Detection via Counterfactual Augmentation and Feature Learning;Proceedings of the 36th International Conference on Scientific and Statistical Database Management;2024-07-10
4. Statistically Inspired Discrepancy Detection for Anomalous Spatio-Temporal Graphs;2024-05-07
5. Abnormal Monitoring Data Detection Based on Matrix Manipulation and the Cuckoo Search Algorithm;Mathematics;2024-04-29
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3