Top "Pca" questions

Principal component analysis (PCA) is a statistical technique for dimension reduction often used in clustering or factor analysis.

Basic example for PCA with matplotlib

I trying to do a simple principal component analysis with matplotlib.mlab.PCA but with the attributes of the class …

python matplotlib pca
Adding ellipses to a principal component analysis (PCA) plot

I am having trouble adding grouping variable ellipses on top of an individual site PCA factor plot which also includes …

r plot pca ggbiplot
Plot PCA loadings and loading in biplot in sklearn (like R's autoplot)

I saw this tutorial in R w/ autoplot. They plotted the loadings and loading labels: autoplot(prcomp(df), data = iris, …

python scikit-learn pca dimensionality-reduction biplot
How to fit a linear regression model with two principal components in R?

Let's say I have a data matrix d pc = prcomp(d) # pc1 and pc2 are the principal components pc1 = pc$…

r linear-regression pca
PCA projection and reconstruction in scikit-learn

I can perform PCA in scikit by code below: X_train has 279180 rows and 104 columns. from sklearn.decomposition import PCA …

python machine-learning scikit-learn pca
Performing PCA on large sparse matrix by using sklearn

I am trying to apply PCA on huge sparse matrix, in the following link it says that randomizedPCA of sklearn …

python scikit-learn sparse-matrix pca svd
How to implement ZCA Whitening? Python

Im trying to implement ZCA whitening and found some articles to do it, but they are a bit confusing.. can …

python pca correlated image-preprocessing
Principal Component Analysis in MATLAB

I'm implementing PCA using eigenvalue decomposition for sparse data. I know matlab has PCA implemented, but it helps me understand …

matlab machine-learning computer-vision octave pca
Finding the dimension with highest variance using scikit-learn PCA

I need to use pca to identify the dimensions with the highest variance of a certain set of data. I'm …

python scikit-learn pca variance
PCA Implementation in Java

I need implementation of PCA in Java. I am interested in finding something that's well documented, practical and easy to …

java pca