Artificial neural networks : a practical course /: a practical course. ([2016])

• Record Type: Book
• Further Information: Note: Ivan Nunes da Silva, Danilo Hernane Spatti, Rogerio Andrade Flauzino, Luisa Helena Bartocci Liboni, Silas Franco dos Reis Alves.
• Authors: Silva, Ivan Nunes Da; Spatti, Danilo Hernane; Andrade Flauzino, Rogerio; Liboni, Luisa Helena Bartocci; Reis Alves, Silas Franco dos
• Contents: 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.
• Publisher Details: Switzerland : Springer
• Publication Date: 2016
• Copyright Date: 2017
• Extent: 1 online resource (xx, 307 pages), illustrations (some color)
• Subjects: 006.3/2; Engineering; Neural networks (Computer science); Neural networks (Computer science); Computers -- Intelligence (AI) & Semantics; Mathematics -- Applied; Computers -- Database Management -- Data Mining; Computers -- Computer Vision & Pattern Recognition; Artificial intelligence; Mathematical modelling; Data mining; Pattern recognition; Telecommunication; Data mining; Optical pattern recognition; Technology & Engineering -- Telecommunications; Communications engineering / telecommunications; Electronic books
• Languages: English
• ISBNs: 9783319431628; 3319431625
• Related ISBNs: 9783319431611; 3319431617
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed September 8, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.