HiClass is an open-source Python package for local hierarchical classification fully compatible with scikit-learn. It provides implementations of the most popular machine learning models for local hierarchical classification, including Local Classifier Per Node, Local Classifier Per Parent Node and Local Classifier Per Level. In addition, the library includes tools to evaluate model performance on hierarchical data. The documentation contains installation instructions, interactive notebooks, and a complete description of the API. HiClass is distributed under the simplified BSD license, encouraging its use in both academic and commercial settings. Source code and documentation are available at https://gitlab.com/dacs-hpi/hiclass.
翻译:HICLAS是当地等级分类的开放源码 Python 软件包,与cikit-learn完全兼容,它提供当地等级分类最受欢迎的机器学习模式,包括地方分类器/节点、地方分类器/父母节点和当地分类器/等级。此外,图书馆还包括评估等级数据模型性能的工具。文件载有安装指示、交互式笔记本和对API的完整描述。HICLAS是根据简化的BSD许可证分发的,鼓励在学术和商业环境中使用。源代码和文件见https://gitlab.com/dacs-hpi/hiclas。