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New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks
Gaxiola, Fernando; Melin, Patricia; Valdez, Fevrier
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Description for New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks
Paperback. Series: SpringerBriefs in Applied Sciences and Technology. Num Pages: 111 pages, 94 black & white illustrations, biography. BIC Classification: UYQN. Category: (G) General (US: Trade). Dimension: 235 x 155 x 6. Weight in Grams: 186.
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 weight adaptation and especially fuzzy weights.The internal operation of the neuron is changed to work with two internal calculations for the activation function to obtain two results as outputs of the proposed method. Simulation results and a comparative study among monolithic neural networks, neural network with type-1 fuzzy weights and neural network with type-2 fuzzy ... Read more
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 weight adaptation and especially fuzzy weights.The internal operation of the neuron is changed to work with two internal calculations for the activation function to obtain two results as outputs of the proposed method. Simulation results and a comparative study among monolithic neural networks, neural network with type-1 fuzzy weights and neural network with type-2 fuzzy ... Read more
Product Details
Format
Paperback
Publication date
2016
Publisher
Springer International Publishing AG Switzerland
Number of pages
111
Condition
New
Series
SpringerBriefs in Applied Sciences and Technology
Number of Pages
102
Place of Publication
Cham, Switzerland
ISBN
9783319340869
SKU
V9783319340869
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15
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