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Advances In Independent Component Analysis And Learning Machines

Advances In Independent Component Analysis And Learning Machines

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Product Details
Author:
Ella Bingham, S. Kaski, Jorma Laaksonen, Jouko Lampinen
Publisher:
Academic Press
Publication Date:
Apr 23, 2015
Number of pages:
328 pages
Language:
English
Binding:
Hardcover
ISBN-10:
0128028068
ISBN-13:
9780128028063

Overview

In honour of Professor Erkki Oja, one of the pioneers of Independent Component Analysis (ICA), this book reviews key advances in the theory and application of ICA, as well as its influence on signal processing, pattern recognition, machine learning, and data mining. Examples of topics which have developed from the advances of ICA, which are covered in the book are: A unifying probabilistic model for PCA and ICA Optimization methods for matrix decompositions Insights into the FastICA algorithm Unsupervised deep learning Machine vision and image retrieval


  • | Author: Ella Bingham, S. Kaski, Jorma Laaksonen, Jouko Lampinen
  • | Publisher: Academic Press
  • | Publication Date: Apr 23, 2015
  • | Number of Pages: 328 pages
  • | Language: English
  • | Binding: Hardcover
  • | ISBN-10: 0128028068
  • | ISBN-13: 9780128028063

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