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PCAfold 2.0.0 documentation
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PCAfold 2.0.0 documentation

User Guide

  • Getting started
  • Data preprocessing
  • Data reduction
  • Manifold analysis
  • Reconstruction
  • Utilities

Tutorials & Demos

  • Preprocessing
  • Data clustering
  • Data sampling
  • Global and local PCA
  • Plotting PCA results
  • PCA on sampled data sets
  • Handling source terms
  • Manifold Assessment
  • Local feature size estimation
  • Cost function for manifold topology assessment and optimization
  • Nonlinear regression
  • Partition of Unity Networks (POUnets)
  • QoI-aware encoder-decoder
  • QoI-aware encoder-decoders employing Partition of Unity Networks (POUnets)
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