非线性函数方程:一种RKHS函数的方法Nonlinear functional regression: A functional RKHS approach |
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课程网址: | http://videolectures.net/aistats2010_kadri_nfraf/ |
主讲教师: | Hachem Kadri |
开课单位: | INRIA研究机构 |
开课时间: | 2010-06-30 |
课程语种: | 英语 |
中文简介: | 本文讨论了函数回归,其中输入属性和响应都是函数。为了解决这个问题,我们开发了一个函数复制核希尔伯特空间方法;这里,核是一个作用于函数并生成函数的运算符。我们演示了这些函数RKH的基本性质,以及这个设置的一个表示定理;我们研究了内核的构造;我们提供了一些实验性的见解。 |
课程简介: | This paper deals with functional regression, in which the input attributes as well as the response are functions. To deal with this problem, we develop a functional reproducing kernel Hilbert space approach; here, a kernel is an operator acting on a function and yielding a function. We demonstrate basic properties of these functional RKHS, as well as a representer theorem for this setting; we investigate the construction of kernels; we provide some experimental insight. |
关 键 词: | 线性函数; 方程; 数学; RKHS |
课程来源: | 视频讲座网 |
最后编审: | 2020-07-29:yumf |
阅读次数: | 61 |