一个协方差选择的顺向算法A Pathwise Algorithm for Covariance Selection |
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课程网址: | http://videolectures.net/nipsworkshops09_ahipasaoglu_pac/ |
主讲教师: | Selin Damla Ahipasaoglu |
开课单位: | 康奈尔大学 |
开课时间: | 2010-01-19 |
课程语种: | 英语 |
中文简介: | 协方差选择在限制非零逆协方差矩阵系数个数的同时,寻求最大似然估计协方差矩阵。在逆矩阵中,单个惩罚参数通常控制对数似然性和稀疏性之间的权衡。我们描述了一种计算该问题解的完全正则化路径的有效算法。 |
课程简介: | Covariance selection seeks to estimate a covariance matrix by maximum likelihood while restricting the number of nonzero inverse covariance matrix coefficients. A single penalty parameter usually controls the tradeoff between log likelihood and sparsity in the inverse matrix. We describe an efficient algorithm for computing a full regularization path of solutions to this problem. |
关 键 词: | 协方差选择; 最大似然估计; 稀疏性 |
课程来源: | 视频讲座网 |
最后编审: | 2020-05-30:张荧(课程编辑志愿者) |
阅读次数: | 60 |