PyGOD: A Python Library for Graph Outlier Detection
arxiv(2022)
摘要
PyGOD is an open-source Python library for detecting outliers in graph data.
As the first comprehensive library of its kind, PyGOD supports a wide array of
leading graph-based methods for outlier detection under an easy-to-use,
well-documented API designed for use by both researchers and practitioners.
PyGOD provides modularized components of the different detectors implemented so
that users can easily customize each detector for their purposes. To ease the
construction of detection workflows, PyGOD offers numerous commonly used
utility functions. To scale computation to large graphs, PyGOD supports
functionalities for deep models such as sampling and mini-batch processing.
PyGOD uses best practices in fostering code reliability and maintainability,
including unit testing, continuous integration, and code coverage. To
facilitate accessibility, PyGOD is released under a BSD 2-Clause license at
https://pygod.org and at the Python Package Index (PyPI).
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