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 stories key advances within the concept and alertness of ICA, in addition to its impression on sign processing, trend acceptance, desktop studying, and information mining.
Examples of subject matters that have built from the advances of ICA, that are coated within the publication 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 picture retrieval
- A evaluate of advancements within the concept and functions of self sufficient part research, and its impact in vital components reminiscent of statistical sign processing, trend attractiveness and deep learning.
- A various set of software fields, starting from desktop imaginative and prescient to technological know-how coverage data.
- Contributions from top researchers within the field.
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Extra info for Advances in Independent Component Analysis and Learning Machines
Advances in Independent Component Analysis and Learning Machines by Ella Bingham,Samuel Kaski,Jorma Laaksonen,Jouko Lampinen