التفاصيل البيبلوغرافية
| العنوان: |
An Extension of Slow Feature Analysis for Nonlinear Blind Source Separation |
| المؤلفون: |
Sprekeler, Dr. Henning, Zito, Tiziano, Wiskott, Dr. Laurenz |
| المصدر: |
Sprekeler, Dr. Henning and Zito, Tiziano and Wiskott, Dr. Laurenz (2010) An Extension of Slow Feature Analysis for Nonlinear Blind Source Separation. [Preprint] |
| Publication Status: |
Preprint |
| سنة النشر: |
2010 |
| مصطلحات موضوعية: |
Computer Science: Machine Learning, Machine Learning |
| الوصف: |
We present and test an extension of slow feature analysis as a novel approach to nonlinear blind source separation. The algorithm relies on temporal correlations and iteratively reconstructs a set of statistically independent sources from arbitrary nonlinear instantaneous mixtures. Simulations show that it is able to invert a complicated nonlinear mixture of two audio signals with a reliability of more than $90$\%. The algorithm is based on a mathematical analysis of slow feature analysis for the case of input data that are generated from statistically independent sources. |
| نوع الوثيقة: |
Journal Article |
| وصف الملف: |
application/pdf |
| URL الوصول: |
http://cogprints.org/7056/ |
| رقم الانضمام: |
edscog.7056 |
| قاعدة البيانات: |
CogPrints |