A Modified Semi-Supervised Learning Algorithm on Laplacian Eigenmaps

作者:Zhong-Qiu Zhao, Jun-Zhao Li, Jun Gao, Xindong Wu

摘要

In this letter, a modified algorithm is proposed to extend 2-class semi-supervised learning on Laplacian eigenmaps to multi-class learning problems. The modified algorithm significantly increases its learning speed, and at the same time attains a satisfactory classification performance that is not lower than the original algorithm.

论文关键词:Semi-supervised learning, Learning speed, Multi-class problem, Laplacian eigenmaps

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论文官网地址:https://doi.org/10.1007/s11063-010-9142-0