Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing
eBook - PDF

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

MRAN and Its Applications

Ying Wei Lu, P Saratchandran, Narasimman Sundararajan

  1. 232 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

MRAN and Its Applications

Ying Wei Lu, P Saratchandran, Narasimman Sundararajan

Book details
Table of contents
Citations

About This Book

This book presents in detail the newly developed sequential learning algorithm for radial basis function neural networks, which realizes a minimal network. This algorithm, created by the authors, is referred to as Minimal Resource Allocation Networks (MRAN). The book describes the application of MRAN in different areas, including pattern recognition, time series prediction, system identification, control, communication and signal processing. Benchmark problems from these areas have been studied, and MRAN is compared with other algorithms. In order to make the book self-contained, a review of the existing theory of RBF networks and applications is given at the beginning.

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Information

Publisher
World Scientific
Year
1999
ISBN
9789812812506
Topic
Computer Science
Subtopic
Neural Networks
Index
Computer Science

Table of contents

  1. Contents
  2. Preface
  3. Chapter 1 A Review of Radial Basis Function (RBF) Neural Networks
  4. Chapter 2 A Novel Sequential Learning Algorithm for Minimal Resource Allocation Neural Networks (MRAN)
  5. Chapter 3 MRAN for Function Approximation & Pattern Classification Problems
  6. Chapter 4 MRAN for Nonlinear Dynamic Systems
  7. Chapter 5 MRAN for Communication Channel Equalization
  8. Chapter 6 Concluding Remarks
  9. Appendix A: Outline Source Code for MRAN in MATLAB
  10. Bibliography
  11. Index
Citation styles for Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing

APA 6 Citation

Lu, Y. W., Saratchandran, P., & Sundararajan, N. (1999). Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing ([edition unavailable]). World Scientific Publishing Company. Retrieved from https://www.perlego.com/book/845902/radial-basis-function-neural-networks-with-sequential-learning-progress-in-neural-processing-mran-and-its-applications-pdf (Original work published 1999)

Chicago Citation

Lu, Ying Wei, P Saratchandran, and Narasimman Sundararajan. (1999) 1999. Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing. [Edition unavailable]. World Scientific Publishing Company. https://www.perlego.com/book/845902/radial-basis-function-neural-networks-with-sequential-learning-progress-in-neural-processing-mran-and-its-applications-pdf.

Harvard Citation

Lu, Y. W., Saratchandran, P. and Sundararajan, N. (1999) Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing. [edition unavailable]. World Scientific Publishing Company. Available at: https://www.perlego.com/book/845902/radial-basis-function-neural-networks-with-sequential-learning-progress-in-neural-processing-mran-and-its-applications-pdf (Accessed: 14 October 2022).

MLA 7 Citation

Lu, Ying Wei, P Saratchandran, and Narasimman Sundararajan. Radial Basis Function Neural Networks With Sequential Learning, Progress In Neural Processing. [edition unavailable]. World Scientific Publishing Company, 1999. Web. 14 Oct. 2022.