New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks

• Main Authors: Gaxiola, Fernando (Author), Melin, Patricia (Author), Valdez, Fevrier (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Series: SpringerBriefs in Applied Sciences and Technology,
• Subjects: Engineering.; Artificial intelligence.; Computational intelligence.; Computational Intelligence.; Artificial Intelligence (incl. Robotics).

In this book a neural network learning method with type-2 fuzzy weight adjustment is proposed. The mathematical analysis of the proposed learning method architecture and the adaptation of type-2 fuzzy weights are presented. The proposed method is based on research of recent methods that handle weigh...

Table of Contents:

• Introduction.-Theory and Background
• Problem Statement an Development
• Simulations and Results
• Conclusions.