Ai Semantics

New Backpropagation Algorithm with Type-2 Fuzzy Weights for by Fernando Gaxiola,Patricia Melin,Fevrier Valdez PDF

By Fernando Gaxiola,Patricia Melin,Fevrier Valdez

ISBN-10: 3319340867

ISBN-13: 9783319340869

In this e-book a neural community studying process with type-2 fuzzy weight adjustment is proposed. The mathematical research of the proposed studying approach structure and the variation of type-2 fuzzy weights are provided. The proposed technique relies on study of contemporary tools that deal with weight model and particularly fuzzy weights.
The inner operation of the neuron is modified to paintings with inner calculations for the activation functionality to acquire effects as outputs of the proposed procedure. Simulation effects and a comparative examine between monolithic neural networks, neural community with type-1 fuzzy weights and neural community with type-2 fuzzy weights are offered to demonstrate some great benefits of the proposed method.
The proposed procedure is predicated on contemporary tools that deal with version of weights utilizing fuzzy common sense of type-1 and type-2. The proposed strategy is utilized to a instances of prediction for the Mackey-Glass (for ô=17) and Dow-Jones time sequence, and popularity of individual with iris biometric degree. In a few experiments, noise used to be utilized in several degrees to the attempt facts of the Mackey-Glass time sequence for exhibiting that the type-2 fuzzy backpropagation strategy obtains larger habit and tolerance to noise than the opposite methods.
The optimization algorithms that have been used are the genetic set of rules and the particle swarm optimization set of rules and the aim of employing those tools used to be to discover the optimum type-2 fuzzy inference platforms for the neural community with type-2 fuzzy weights that let to acquire the bottom prediction error.

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New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks (SpringerBriefs in Applied Sciences and Technology) by Fernando Gaxiola,Patricia Melin,Fevrier Valdez


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