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001 978-3-319-43162-8
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020 _a9783319431628
_9978-3-319-43162-8
024 7 _a10.1007/978-3-319-43162-8
_2doi
050 4 _aTK5101-5105.9
072 7 _aTJK
_2bicssc
072 7 _aTEC041000
_2bisacsh
072 7 _aTJK
_2thema
082 0 4 _a621.382
_223
100 1 _ada Silva, Ivan Nunes.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_942262
245 1 0 _aArtificial Neural Networks
_h[electronic resource] :
_bA Practical Course /
_cby Ivan Nunes da Silva, Danilo Hernane Spatti, Rogerio Andrade Flauzino, Luisa Helena Bartocci Liboni, Silas Franco dos Reis Alves.
250 _a1st ed. 2017.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2017.
300 _aXX, 307 p. 203 illus., 13 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aIntroduction -- 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.
520 _aThis book provides comprehensive coverage of neural networks, their evolution, their structure, the problems they can solve, and their applications. The first half of the book looks at theoretical investigations on artificial neural networks and addresses the key architectures that are capable of implementation in various application scenarios. The second half is designed specifically for the production of solutions using artificial neural networks to solve practical problems arising from different areas of knowledge. It also describes the various implementation details that were taken into account to achieve the reported results. These aspects contribute to the maturation and improvement of experimental techniques to specify the neural network architecture that is most appropriate for a particular application scope. The book is appropriate for students in graduate and upper undergraduate courses in addition to researchers and professionals.
650 0 _aTelecommunication.
_910437
650 0 _aComputational intelligence.
_97716
650 0 _aNeural networks (Computer science) .
_942263
650 0 _aData mining.
_93907
650 0 _aPattern recognition systems.
_93953
650 1 4 _aCommunications Engineering, Networks.
_931570
650 2 4 _aComputational Intelligence.
_97716
650 2 4 _aMathematical Models of Cognitive Processes and Neural Networks.
_932913
650 2 4 _aData Mining and Knowledge Discovery.
_942264
650 2 4 _aAutomated Pattern Recognition.
_931568
700 1 _aHernane Spatti, Danilo.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_942265
700 1 _aAndrade Flauzino, Rogerio.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_942266
700 1 _aLiboni, Luisa Helena Bartocci.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_942267
700 1 _ados Reis Alves, Silas Franco.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_942268
710 2 _aSpringerLink (Online service)
_942269
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783319431611
776 0 8 _iPrinted edition:
_z9783319431635
776 0 8 _iPrinted edition:
_z9783319827513
856 4 0 _uhttps://doi.org/10.1007/978-3-319-43162-8
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
999 _c77095
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