By Ella Bingham,Samuel Kaski,Jorma Laaksonen,Jouko Lampinen
In honour of Professor Erkki Oja, one of many pioneers of autonomous part research (ICA), this ebook reports key advances within the concept and alertness of ICA, in addition to its effect on sign processing, development acceptance, computing device studying, and knowledge mining.
Examples of subject matters that have constructed from the advances of ICA, that are lined within the booklet 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 photo retrieval
- A assessment of advancements within the idea and functions of self reliant part research, and its impact in very important components corresponding to statistical sign processing, development attractiveness and deep learning.
- A assorted set of software fields, starting from computer imaginative and prescient to technological know-how coverage data.
- Contributions from top researchers within the field.
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Additional 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