کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4947140 1439567 2017 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
SOL: A library for scalable online learning algorithms
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
SOL: A library for scalable online learning algorithms
چکیده انگلیسی
SOL is an open-source library for scalable online learning with high-dimensional data. The library provides a family of regular and sparse online learning algorithms for large-scale classification tasks with high efficiency, scalability, portability, and extensibility. We provide easy-to-use command-line tools, python wrappers and library calls for users and developers, and comprehensive documents for both beginners and advanced users. SOL is not only a machine learning toolbox, but also a comprehensive experimental platform for online learning research. Experiments demonstrate that SOL is highly efficient and scalable for large-scale learning with high-dimensional data.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurocomputing - Volume 260, 18 October 2017, Pages 9-12
نویسندگان
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