In honour of Professor Erkki Oja, one of many pioneers of autonomous part research (ICA), this ebook stories key advances within the thought and alertness of ICA, in addition to its effect on sign processing, trend attractiveness, computer studying, and knowledge mining.
Examples of themes that have constructed from the advances of ICA, that are lined 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 photograph retrieval
- A evaluate of advancements within the idea and purposes of autonomous part research, and its impression in vital parts similar to statistical sign processing, development popularity and deep learning.
- A different set of software fields, starting from laptop imaginative and prescient to technological know-how coverage data.
- Contributions from major researchers within the field.