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Advances in Independent Component Analysis and Learning Machines
Contributor(s): Bingham, Ella (Editor), Kaski, S. (Editor), Laaksonen, Jorma (Editor)
ISBN: 0128028068     ISBN-13: 9780128028063
Publisher: Academic Press
OUR PRICE:   $163.35  
Product Type: Hardcover
Published: April 2015
Qty:
Additional Information
BISAC Categories:
- Technology & Engineering | Engineering (general)
- Mathematics | Probability & Statistics - Multivariate Analysis
- Computers | Intelligence (ai) & Semantics
Dewey: 519.535
LCCN: 2015932536
Physical Information: 1.1" H x 7.5" W x 9.3" (1.85 lbs) 328 pages
 
Descriptions, Reviews, Etc.
Publisher Description:

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