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格局的点集:特征值问题的无数优点

Patterns in sets of points: the myriad virtues of eigenproblems
课程网址: http://videolectures.net/aop05_bie_mve/  
主讲教师: Tijl De Bie
开课单位: 布里斯托大学
开课时间: 2007-02-25
课程语种: 英语
中文简介:
2-"点的模式: 特征问题的无数优点":-)"在第二个小时, 将突出显示一个特定的强大类型的优化问题: 特征值问题。将简要讨论计算方面, 并概述其在查找点集模式方面的应用。讲座将包括主成分分析、规范相关分析、费舍尔判别、偏最小二乘法和光谱聚类。我们将在适当的情况下强调这些算法之间的联系。
课程简介: 2-"Patterns in sets of points: the myriad virtues of eigenproblems" :-) "In the second hour, one specific powerful type of optimization problem will be highlighted: the eigenvalue problem. A brief discussion of the computational aspects, and an overview of its applications in finding patterns in point sets will be provided. The talk will cover principal component analysis, canonical correlation analysis, Fisher's discriminant, partial least squares, and spectral clustering. We will emphasize connections between these algorithms where appropriate."
关 键 词: 计算机科学; 机器学习; 模式识别
课程来源: 视频讲座网
最后编审: 2020-06-08:wuyq
阅读次数: 47