JCLAL: A Java Framework for Active Learning

JCLAL: A Java Framework for Active Learning
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DOI:
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发表时间:
2016
期刊:
J. Mach. Learn. Res.
影响因子:
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通讯作者:
O. R. Pupo;Eduardo Pérez;María del Carmen Rodríguez-Hernández;H. Fardoun;S. Ventura
O. R. Pupo;Eduardo Pérez;María del Carmen Rodríguez-Hernández;H. Fardoun;S. Ventura
中科院分区:
其他
文献类型:
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作者:
O. R. Pupo;Eduardo Pérez;María del Carmen Rodríguez-Hernández;H. Fardoun;S. Ventura

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由于越来越多的实际问题同时包含标记和未标记的例子,主动学习已经成为一个重要的研究领域。JCLAL是一个用于主动学习的Java类库,它的体系结构遵循面向对象设计的强大原则。它易于使用,允许开发人员根据自己的需要调整,修改和扩展框架。图书馆提供了各种各样的主动学习方法,这些方法已经在文献中提出。该软件在GPL许可证下可用。
Active Learning has become an important area of research owing to the increasing number of real-world problems which contain labelled and unlabelled examples at the same time. JCLAL is a Java Class Library for Active Learning which has an architecture that follows strong principles of object-oriented design. It is easy to use, and it allows the developers to adapt, modify and extend the framework according to their needs. The library offers a variety of active learning methods that have been proposed in the literature. The software is available under the GPL license.