عنوان

Artificial Neural Networks : A Practical Course

شماره

BL18976

عنوان اصلي

Artificial Neural Networks : A Practical Course

نام نخستين پديدآور

by Ivan Nunes da Silva, Danilo Hernane Spatti, Rogerio Andrade Flauzino, Luisa Helena Bartocci Liboni, Silas Franco dos Reis Alves

وضعيت ويراست

1st ed. 2017.

نام ناشر، پخش کننده و غيره

Springer

نام خاص و کميت اثر

1 online resource )XX, 307 pages 203 illustrations, 13 illustrations in color.(

متن يادداشت

A Practical Course

عنصر شناسه ای

Computational intelligence

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Data mining

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Electrical engineering

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Neural networks )Computer science(

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Pattern recognition

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Communications Engineering, Networks

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Computational Intelligence

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Data Mining and Knowledge Discovery

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Mathematical Models of Cognitive Processes and Neural Networks

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Pattern Recognition

شماره رده

نشانه اثر

شماره رکورد رده بندي

عنصر شناسه اي

da Silva, Ivan Nunes author

عنصر شناسه اي

Introduction -- PART I - Neural Networks Architectures and Their Theoretical Aspects -- Architectures of Artificial Neural Networks and Training Processes -- Perceptron Network and Learning Rule -- Adaline Network and Delta Rule -- Multilayer Perceptron )MLP( -- Radial Basis Function )RBF( -- Recurrent Neural Topologies and Hopfield Network -- Self-Organizing Maps and Kohonen Network -- Learning Vector Quantization )LVQ( and Counter-Propagation Network -- Adaptive Resonance Theory )ART( -- Part II - Artificial Neural Networks Applications in Problems of Engineering and Applied Sciences -- Coffee Global Quality Estimation Using Multilayer Perceptron -- Computer Network Traffic Analysis Using SNMP Protocol and LVQ Network -- Forecasting Stock Market Trends Using Recurrent Network -- System for Disease Diagnosis Using ART Network -- Adulterants Patterns Identification in Coffee Powder Using Self-Organizing Maps -- Disturbances Recognition Related to Electrical Power Quality Using PMC Network -- Mobile Robot Trajectory Control Using Fuzzy System and MLP Network -- Method to Tomatoes Classification Using Computer Vision and MLP Network -- Analysis of RBF and MLP Network Performance in Pattern Classification Problems -- Solving Constrained Optimization Problems Using Hopfield Network -- Conclusion

کد نقش

AU

کد نقش

AU

کد نقش

AU

کد نقش

AU

عنصر شناسه اي

Andrade Flauzino, Rogerio

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dos Reis Alves, Silas Franco

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Hernane Spatti, Danilo

عنصر شناسه اي

Liboni, Luisa Helena Bartocci