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Aug, 2009
流式学习:单次遍历支持向量机
Streamed Learning: One-Pass SVMs
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Piyush Rai, Hal Daumé III, Suresh Venkatasubramanian
TL;DR
本文提出了一种基于流式数据的单次通过的SVM算法,该算法使用最小外接球和Core Vector Machine等技术,并具有较高的计算效率和准确性。
Abstract
We present a
streaming model
for
large-scale classification
(in the context of $\ell_2$-SVM) by leveraging connections between learning and computational geometry. The
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