LFA seminar
Learning via Functional Analysis
Spring 2020
Spring 2020
3/6 Reproducing kernel Hilbert space (1) 許郁琪
3/13 Functional analysis (1) 蔡約秩
3/27 Manifold Learning (1) 李沂樺
4/10 Kernel method (1) 郭芝融
4/17 Laplacian and heat kernel 林立人
4/24 Reproducing kernel Hilbert space (2) 許郁琪
5/1 Manifold Learning (2) 李沂樺
5/8 Functional analysis (2) 蔡約秩
5/15 Kernel method (2) 陳志偉、郭芝融
5/29a Reproducing kernel Hilbert space (3) 許郁琪
5/29b Manifold Learning (3) 李沂樺
6/12 Functional analysis (3) 蔡約秩
6/19 Kernel method (3) 郭芝融
RKHS
Thin-plate spline on sphere
Functional analysis
Compactness of function space
Kernel method
SVM
Kernel PCA and Functional PCA
wedge product
Laplacian and heat kernel
Consistancy problem
Manifold Learning
Quadratic programming
Laplacian eigenmap and Hessian LLE
More details can be found HERE.