عنوان

Artificial Neural Networks : A Practical Course

Number

BL18976

Title Proper

Artificial Neural Networks : A Practical Course

First Statement of Responsibility

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

Edition Statement

1st ed. 2017.

Name of Publisher, Distributor, etc.

Springer

Specific Material Designation and Extent of Item

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

Text of Note

A Practical Course

Entry Element

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

Class number

Book number

Classification Record Number

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da Silva, Ivan Nunes author

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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

Relator Code

AU

Relator Code

AU

Relator Code

AU

Relator Code

AU

Entry Element

Andrade Flauzino, Rogerio

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dos Reis Alves, Silas Franco

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Hernane Spatti, Danilo

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Liboni, Luisa Helena Bartocci