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

Description: New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks by Fernando Gaxiola, Patricia Melin, Fevrier Valdez Estimated delivery 3-12 business days Format Paperback Condition Brand New Description 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 weights are presented to illustrate the advantages of the proposed method.The proposed approach is based on recent methods that handle adaptation of weights using fuzzy logic of type-1 and type-2. The proposed approach is applied to a cases of prediction for the Mackey-Glass (for รด=17) and Dow-Jones time series, and recognition of person with iris biometric measure. In some experiments, noise was applied in different levels to the test data of the Mackey-Glass time series for showing that the type-2 fuzzy backpropagation approach obtains better behavior and tolerance to noise than the other methods.The optimization algorithms that were used are the genetic algorithm and the particle swarm optimization algorithm and the purpose of applying these methods was to find the optimal type-2 fuzzy inference systems for the neural network with type-2 fuzzy weights that permit to obtain the lowest prediction error. Author Biography John Maxtone-Graham is a world-renowned maritime historian, author of more than a dozen books about passenger vessels. He is also a consummate shipboard lecturer and consultant to numerous cruise lines. Harvey Lloyd is a seasoned travel and adventure photographer and the foremost photographer of the cruise industry today. His most recent book is Voyages, The Romance of Cruising (Dorling Kindersley, 1999). Details ISBN 3319340867 ISBN-13 9783319340869 Title New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks Author Fernando Gaxiola, Patricia Melin, Fevrier Valdez Format Paperback Year 2016 Pages 102 Edition 1st Publisher Springer International Publishing AG GE_Item_ID:137653452; About Us Grand Eagle Retail is the ideal place for all your shopping needs! With fast shipping, low prices, friendly service and over 1,000,000 in stock items - you're bound to find what you want, at a price you'll love! Shipping & Delivery Times Shipping is FREE to any address in USA. Please view eBay estimated delivery times at the top of the listing. Deliveries are made by either USPS or Courier. We are unable to deliver faster than stated. International deliveries will take 1-6 weeks. NOTE: We are unable to offer combined shipping for multiple items purchased. This is because our items are shipped from different locations. Returns If you wish to return an item, please consult our Returns Policy as below: Please contact Customer Services and request "Return Authorisation" before you send your item back to us. Unauthorised returns will not be accepted. Returns must be postmarked within 4 business days of authorisation and must be in resellable condition. Returns are shipped at the customer's risk. We cannot take responsibility for items which are lost or damaged in transit. For purchases where a shipping charge was paid, there will be no refund of the original shipping charge. Additional Questions If you have any questions please feel free to Contact Us. Categories Baby Books Electronics Fashion Games Health & Beauty Home, Garden & Pets Movies Music Sports & Outdoors Toys

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

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Format: Paperback

Language: English

ISBN-13: 9783319340869

Author: Fernando Gaxiola, Patricia Melin, Fevrier Valdez

Type: NA

Book Title: New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neura

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