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cff-version: 1.2.0
message: "If you use this software, please cite the paper in preferred-citation below."
title: "PyOD"
abstract: "A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data."
type: software
authors:
- family-names: "Zhao"
given-names: "Yue"
orcid: "https://orcid.org/0000-0003-3401-4921"
- family-names: "Nasrullah"
given-names: "Zain"
- family-names: "Li"
given-names: "Zheng"
repository-code: "https://github.com/yzhao062/pyod"
url: "https://pyod.dev/"
license: BSD-2-Clause
keywords:
- "anomaly-detection"
- "outlier-detection"
- "outlier-ensembles"
- "novelty-detection"
- "out-of-distribution-detection"
- "machine-learning"
- "data-mining"
- "unsupervised-learning"
- "python"
preferred-citation:
type: article
title: "PyOD: A Python Toolbox for Scalable Outlier Detection"
authors:
- family-names: "Zhao"
given-names: "Yue"
orcid: "https://orcid.org/0000-0003-3401-4921"
- family-names: "Nasrullah"
given-names: "Zain"
- family-names: "Li"
given-names: "Zheng"
journal: "Journal of Machine Learning Research"
year: 2019
volume: 20
issue: 96
start: 1
end: 7
url: "https://www.jmlr.org/papers/v20/19-011.html"
references:
-
type: conference-paper
title: "PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection"
authors:
- family-names: "Chen"
given-names: "Sihan"
- family-names: "Qian"
given-names: "Zhuangzhuang"
- family-names: "Siu"
given-names: "Michael"
- family-names: "Hu"
given-names: "Xingcan"
- family-names: "Li"
given-names: "Jiaqi"
- family-names: "Li"
given-names: "Shawn"
- family-names: "Qin"
given-names: "Yuehan"
- family-names: "Yang"
given-names: "Tiankai"
- family-names: "Xiao"
given-names: "Zhuo"
- family-names: "Ye"
given-names: "Wanghao"
- family-names: "Zhang"
given-names: "Yichi"
- family-names: "Dong"
given-names: "Yushun"
- family-names: "Zhao"
given-names: "Yue"
orcid: "https://orcid.org/0000-0003-3401-4921"
collection-title: "Companion Proceedings of the ACM Web Conference 2025 (Demo Track)"
year: 2025
url: "https://arxiv.org/abs/2412.12154"