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 publication reports key advances within the thought and alertness of ICA, in addition to its effect on sign processing, development acceptance, laptop studying, and information mining.
Examples of subject matters that have constructed from the advances of ICA, that are coated within the e-book are:
- A unifying probabilistic version for PCA and ICA
- Optimization tools for matrix decompositions
- Insights into the FastICA algorithm
- Unsupervised deep studying
- Machine imaginative and prescient and snapshot retrieval
- A overview of advancements within the concept and purposes of self sufficient part research, and its effect in vital components equivalent to statistical sign processing, development acceptance and deep learning.
- A assorted set of software fields, starting from desktop imaginative and prescient to technological know-how coverage data.
- Contributions from prime 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