Nonlinear Dimensionality Reduction Techniques A Data Structure Preservation Approach

Publié le mar 14 Déc 2021

Nonlinear Dimensionality Reduction Techniques

A Data Structure Preservation Approach

First book from Solar Academy

Authors

  • Sylvain Lespinats
  • Benoit Colange
  • Denys Dutykh

 

Reviews state-of-the-art methods in dimensionality reduction techniques, written in a clear but precise mathematical language

Presents application of the methods to the representation of expert-designed fault indicators for smart buildings, I-V curves for photovoltaic systems and acoustic signals for Li-ion batteries

Numerous appendices provide mathematical background to facilitate the understanding of the main text