Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing)

Description

Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing)

Publisher: Springer
Number Of Pages: 383
Publication Date: 2004-12-01
Sales Rank: 865553
ISBN / ASIN: 1852338830
EAN: 9781852338831
Binding: Hardcover
Manufacturer: Springer
Studio: Springer

The central idea of Hebbian Learning and Negative Feedback Networks is that artificial neural networks using negative feedback of activation can use simple Hebbian learning to self-organise so that they uncover interesting structures in data sets. Two variants are considered: the first uses a single stream of data to self-organise. By changing the learning rules for the network, it is shown how to perform Principal Component Analysis, Exploratory Projection Pursuit, Independent Component Analysis, Factor Analysis and a variety of topology preserving mappings for such data sets.

The second variants use two input data streams on which they self-organise. In their basic form, these networks are shown to perform Canonical Correlation Analysis, the statistical technique which finds those filters onto which projections of the two data streams have greatest correlation.

The book encompasses a wide range of real experiments and displays how the approaches it formulates can be applied to the analysis of real problems.

Filetype: RARed PDF
Password: none
Filesize: 7.049.623 Bytes

Disclaimer:
Contents of this page are indexed from the Internet. All actions are under your responsability. Email us to report illegal contents or external links and we'll remove them immediately.

Please check the description for download links if any or do a search to find alternative books.

Can't Download?
Please search mirrors if you can't find download links for "Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing)" in "Description" and someone else may update the links. Check the comments when back to find any updates.

Search Mirrors
Maybe some mirror pages will be helpful, search this book at top of this page or click here to find more info.

1. Ebooks list page : 1355
2. Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing)
3. Advanced Methods for Knowledge Discovery from Complex Data (Advanced Information and Knowledge Processing)
4. Advanced Methods for Knowledge Discovery from Complex Data (Advanced Information and Knowledge Processing)
5. Data Mining in Bioinformatics (Advanced Information and Knowledge Processing)
6. Data Mining in Bioinformatics (Advanced Information and Knowledge Processing)
7. Data Complexity in Pattern Recognition (Advanced Information and Knowledge Processing)
8. Data Complexity in Pattern Recognition (Advanced Information and Knowledge Processing)
9. Computational Intelligence in Fault Diagnosis (Advanced Information and Knowledge Processing)
10. Data Mining with Computational Intelligence (Advanced Information and Knowledge Processing)
11. Computational Intelligence in Fault Diagnosis (Advanced Information and Knowledge Processing)
12. Evolutionary Multiobjective Optimization: Theoretical Advances and Applications (Advanced Information and Knowledge Processing)
13. [share_ebook] Intelligent Environments: Methods, Algorithms and Applications (Advanced Information and Knowledge Processing)
14. Advanced Methods for Knowledge Discovery from Complex Data (Advanced Information and Knowledge Proce
15. Advanced Methods for Knowledge Discovery from Complex Data (Advanced Information and Knowledge Proce
16. Structured Electronic Design: Negative-Feedback Amplifiers