Advances in Independent Component Analysis and Learning by Ella Bingham,Samuel Kaski,Jorma Laaksonen,Jouko Lampinen PDF

By Ella Bingham,Samuel Kaski,Jorma Laaksonen,Jouko Lampinen

In honour of Professor Erkki Oja, one of many pioneers of self sufficient part research (ICA), this ebook reports key advances within the idea and alertness of ICA, in addition to its effect on sign processing, trend acceptance, desktop studying, and knowledge mining.

Examples of subject matters that have constructed from the advances of ICA, that are lined within the e-book are:

  • A unifying probabilistic version for PCA and ICA
  • Optimization equipment for matrix decompositions
  • Insights into the FastICA algorithm
  • Unsupervised deep studying
  • Machine imaginative and prescient and photo retrieval
  • A overview of advancements within the idea and purposes of autonomous part research, and its impression in vital components similar to statistical sign processing, development popularity and deep learning.
  • A different set of program fields, starting from desktop imaginative and prescient to technological know-how coverage data.
  • Contributions from major researchers within the field.

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Advances in Independent Component Analysis and Learning Machines by Ella Bingham,Samuel Kaski,Jorma Laaksonen,Jouko Lampinen

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