عنوان

Artificial Neural Networks : A Practical Course

BL18976

Artificial Neural Networks : A Practical Course

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

1st ed. 2017.

Springer

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

A Practical Course

Computational intelligence

Data mining

Electrical engineering

Neural networks )Computer science(

Pattern recognition

Communications Engineering, Networks

Computational Intelligence

Data Mining and Knowledge Discovery

Mathematical Models of Cognitive Processes and Neural Networks

Pattern Recognition

da Silva, Ivan Nunes author

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

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AU

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Andrade Flauzino, Rogerio

dos Reis Alves, Silas Franco

Hernane Spatti, Danilo

Liboni, Luisa Helena Bartocci