图 书 馆
使用随机投影进行高效的机器学习Efficient Machine Learning using Random Projections |
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| 课程网址: | http://videolectures.net/eml07_davenport_eml/ |
| 主讲教师: | Mark A. Davenport |
| 开课单位: | 莱斯大学 |
| 开课时间: | 2007-12-29 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | As an alternative to cumbersome nonlinear schemes for dimensionality reduction, the technique of random linear projection has recently emerged as a viable alternative for storage and rudimentary processing of high-dimensional data. We invoke new theory to motivate the following claim: the random projection method may be used in conjunction with standard algorithms for a multitude of machine learning tasks, with virtually no degradation in performance. Thus, random projections can been shown to result in both significant computational savings and provably good performance. |
| 关 键 词: | 非线性; 随机线性; 标准算法 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-04-10：lxf |
| 阅读次数: | 146 |