Advances in Independent Component Analysis and Learning Machines

  • Author : Ella Bingham
  • Publsiher : Academic Press
  • Release : 14 May 2015
  • ISBN : 9780128028070
  • Page : 328 pages
  • Rating : 4/5 from 21 voters

Download or read online book entitled Advances in Independent Component Analysis and Learning Machines written by Ella Bingham and published by Academic Press. This book was released on 14 May 2015 with total page 328 pages. Available in PDF, EPUB and Kindle. Get best books that you want by click Get Book Button and Read as many books as you like. Book Excerpt : 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 A review of developments in the theory and applications of independent component analysis, and its influence in important areas such as statistical signal processing, pattern recognition and deep learning. A diverse set of application fields, ranging from machine vision to science policy data. Contributions from leading researchers in the field.

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