pca

Background

  • Background

Installation

  • Installation
  • Uninstalling

Methods

  • Algorithm
  • Standardization
  • Explained Variance
  • Loadings
  • Examination of the loadings
  • Best Performing Features

Outlier detection

  • Hotelling T2
  • SPE/Dmodx
  • Selection of the Outliers
  • Detect new unseen outliers
  • Detection of outliers without PCA

Plots

  • Load dataset
  • Scatter plot
  • Biplot
  • Biplot (only arrows)
  • Explained variance plot
  • Alpha Transparency
  • Markers
  • Control color/marker/size per sample
  • 3D plots
  • Toggle visible status
  • Control Arrows

Examples

  • Quickstart
  • Demonstration of feature importance
  • Analyzing Discrete datasets
  • Map unseen datapoints into fitted space
  • Normalizing out PCs
  • Colors in plots
  • Notebook

Documentation

  • Sponsor
  • Blog
  • Github
  • Colab Notebook
  • Citing
  • Additional Information
  • Coding quality
  • API References
Index
pca
  • Search

© Copyright 2022, Erdogan Taskesen.

Built with Sphinx using a theme provided by Read the Docs.