人类学会用流形Humans Learn Using Manifolds, Reluctantly |
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课程网址: | http://videolectures.net/nips2010_zhu_hlu/ |
主讲教师: | Jerry (Xiaojin) Zhu |
开课单位: | 威斯康星大学 |
开课时间: | 2011-01-02 |
课程语种: | 英语 |
中文简介: | 当特征空间中未标记数据的分布位于流形上时, 学习者可以使用它提供的信息来帮助在半监督环境中进行分类。虽然多流式学习在机器学习中很有名, 但流形在人类学习中的使用在很大程度上是没有研究的。我们进行了一组实验, 测试一个人在半监督的学习任务中, 在不同的条件下使用流形的能力。我们表明, 可以鼓励人类使用流形, 克服了对一个简单的, 轴-平行的线性边界的强烈偏好。 |
课程简介: | When the distribution of unlabeled data in feature space lies along a manifold, the information it provides may be used by a learner to assist classification in a semi-supervised setting. While manifold learning is well-known in machine learning, the use of manifolds in human learning is largely unstudied. We perform a set of experiments which test a human's ability to use a manifold in a semi-supervised learning task, under varying conditions. We show that humans may be encouraged into using the manifold, overcoming the strong preference for a simple, axis-parallel linear boundary. |
关 键 词: | 特征空间; 数据的分布; 流形学习 |
课程来源: | 视频讲座网 |
最后编审: | 2020-09-27:yumf |
阅读次数: | 72 |