| 协同训练半监督学习二次伪迭代算法 |
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| 引用本文： | 黄霜明,谢丽聪.协同训练半监督学习二次伪迭代算法[J].广西师范大学学报(自然科学版),2011,29(3):110-114. |
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| 作者姓名： | 黄霜明 谢丽聪 |
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| 作者单位： | 福州大学数学与计算机科学学院,福建福州,350002 |
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| 基金项目： | 中科院软件所开放课题基金资助项目(SYSKF0701); 国家自然科学基金资助项目(61070062) |
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| 摘 要： | 在半监督学习训练的过程中,由于分类器对噪声的引入使得分类器性能下降而影响分类准确性,本文提出一种具有自我调节的二次伪迭代算法.该算法延用Tri-training算法的3个分类器思想,在一定条件下引入少量的人工作业,从而避免一些标记难分类而影响训练的进行,并且采用自我调节功能,用于减少在分类过程中出现的噪声数据和降低对分...
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| 关 键 词： | 协同训练 二次伪迭代 自我调节机制 贡献值 人工作业 |
Fake-iterative Algorithm for Co-training Semi-supervised Learning |
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| HUANG Shuang-ming,XIE Li-cong.Fake-iterative Algorithm for Co-training Semi-supervised Learning[J].Journal of Guangxi Normal University(Natural Science Edition),2011,29(3):110-114. |
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| Authors: | HUANG Shuang-ming XIE Li-cong |
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| Institution: | HUANG Shuang-ming,XIE Li-cong(Institute of Mathematics and Computer Science of Fuzhou University,Fujian Fuzhou 350002,China) |
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| Abstract: | In the semi-supervised learning process,the veracity of classification is affected because the classifier introduces the noise data to the training course.This paper proposes a kind of self-regulation and twice fake-iterative algorithm,which still uses the three classifier of tri-training algorithm.A small amount of manual work will be introduced under certain conditions to make the training process going on,thus,to avoid the difficulty in the classification of some labels.The self-regulatory function is al... |
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| Keywords: | co-training twice fake-iterative self-regulation contribution manual work |
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