TY - BOOK ID - 49515823 TI - Advances in independent component analysis and learning machines AU - Bingham, Ella AU - Kaski, Samuel AU - Laaksonen, Jorma AU - Lampinen, Jouko AU - Oja, Erkki PY - 2015 SN - 9780128028063 9780128028070 0128028076 0128028068 PB - London, UK DB - UniCat KW - Independent component analysis. KW - Machine learning. UR - https://www.unicat.be/uniCat?func=search&query=sysid:49515823 AB - 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 algorithmUnsupervised deep learning Machine vision and image retrieval A review of developments in the t ER -