How SVD is used for dimensionality reduction?
7603
Relationship between SVD and PCA. How to use SVD to perform PCA?
57070
Dimensionality of null space when Trace is Zero
16523
How to compute classification accuracy of PCA?
73229
Why the SVD is named so...
37653
Singular covariance matrix in Mahalanobis distance in Matlab
126861
Dimensionality reduction using self-organizing map
29579
Ways to measure distance from multivariate Gaussian (Mahalanobis distance)
25410
What is an intuitive explanation for how PCA turns from a geometric problem (with distances) to a linear algebra problem (with eigenvectors)?
153261
Linear kernel and non-linear kernel for support vector machine?
114794
Is there any advantage of SVD over PCA?
23640
Theory behind partial least squares regression
142959
Do we still need to do feature selection while using Regularization algorithms?
74683
Computationally efficient estimation of multivariate mode
102449
Weighting features prior to SVM
3089
Why PCA of data by means of SVD of the data?
109130
What is one class SVM and how does it work?
32064
Zero-dimensional matrices