Neural Information Processing: Research and Development

This monograph presents a careful collection of recent research and developments in the field of neural information processing. This includes investigations in the functioning and engineering of biological neural networks and applications of artificial neural networks for solving real-world problems...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Άλλοι συγγραφείς: Rajapakse, Jagath Chandana (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Wang, Lipo (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2004.
Έκδοση:1st ed. 2004.
Σειρά:Studies in Fuzziness and Soft Computing, 152
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
LEADER 05308nam a22006015i 4500
001 978-3-540-39935-3
003 DE-He213
005 20191022093150.0
007 cr nn 008mamaa
008 121227s2004 gw | s |||| 0|eng d
020 |a 9783540399353  |9 978-3-540-39935-3 
024 7 |a 10.1007/978-3-540-39935-3  |2 doi 
040 |d GrThAP 
050 4 |a TA329-348 
050 4 |a TA640-643 
072 7 |a TBJ  |2 bicssc 
072 7 |a TEC009000  |2 bisacsh 
072 7 |a TBJ  |2 thema 
082 0 4 |a 519  |2 23 
245 1 0 |a Neural Information Processing: Research and Development  |h [electronic resource] /  |c edited by Jagath Chandana Rajapakse, Lipo Wang. 
250 |a 1st ed. 2004. 
264 1 |a Berlin, Heidelberg :  |b Springer Berlin Heidelberg :  |b Imprint: Springer,  |c 2004. 
300 |a IX, 478 p.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
347 |a text file  |b PDF  |2 rda 
490 1 |a Studies in Fuzziness and Soft Computing,  |x 1434-9922 ;  |v 152 
505 0 |a 1: Architectures -- Scale Independence in the Visual System -- Dynamic Neuronal Information Processing of Vowel Sounds in Auditory Cortex -- Convolutional Spiking Neural Network for Robust Object Detection with Population Code using Structured Pulse Packets -- Networks Constructed of Neuroid Elements Capable of Temporal Summation of Signals -- Predictive Synchrony Organized by Spike-Based Hebbian Learning with Time-Representing Synfire Activities -- Improving Chow-Liu Tree Performance by Mining Association Rules -- A Reconstructed Missing Data-Finite Impulse Response Selective Ensemble (RMD-FSE) Network -- Higher Order Multidirectional Associative Memory with Decreasing Energy Function -- Fast Indexing of Codebook Vectors Using Dynamic Binary Search Trees with Fat Decision Hyperplanes -- 2: Learning Algorithms -- On Some External Characteristics of Brain-like Learning and Some Logical Flaws of Connectionism -- Superlinear Learning Algorithm Design -- Extension of Binary Neural Networks for Multi-class Output and Finite Automata -- A Memory-Based Reinforcement Learning Algorithm to Prevent Unlearning in Neural Networks -- Structural Optimization of Neural Networks by Genetic Algorithm with Degeneration (GAd) -- Adaptive Training for Combining Classifier Ensembles -- Combination Strategies for Finding Optimal Neural Network Architecture and Weights -- 3: Applications -- Biologically Inspired Recognition System for Car Detection from Real-Time Video Streams -- Financial Time Series Prediction Using Non-Fixed and Asymmetrical Margin Setting with Momentum in Support Vector Regression -- A Method for Applying Neural Networks to Control of Nonlinear Systesm -- Robot Manipulator Control via Recurrent Neural Networks -- Gesture Recognition Based on SOM Using Multiple Sensors -- Enhanced Phrase-Based Document Clustering Using Self-Organizing Map (SOM) Architectures -- Discovering Gene Regulatory Networks from Gene Expression Data with the Use of Evolving Connectionist Systems -- Experimental Analysis of Knowledge Based Multiagent Credit Assignment -- Implementation of Visual Tracking System Using Artificial Retina Chip and Shape Memory Alloy Actuator. 
520 |a This monograph presents a careful collection of recent research and developments in the field of neural information processing. This includes investigations in the functioning and engineering of biological neural networks and applications of artificial neural networks for solving real-world problems. The book is organized in three parts, architectures, learning algorithms and applications, with a variety of different examples and case studies from different fields such as the visual system, object detection, financial time series prediction, the auditory cortex, and robot manipulator control. 
650 0 |a Applied mathematics. 
650 0 |a Engineering mathematics. 
650 0 |a Artificial intelligence. 
650 0 |a Mathematical optimization. 
650 0 |a Statistical physics. 
650 0 |a Dynamical systems. 
650 1 4 |a Mathematical and Computational Engineering.  |0 http://scigraph.springernature.com/things/product-market-codes/T11006 
650 2 4 |a Artificial Intelligence.  |0 http://scigraph.springernature.com/things/product-market-codes/I21000 
650 2 4 |a Optimization.  |0 http://scigraph.springernature.com/things/product-market-codes/M26008 
650 2 4 |a Complex Systems.  |0 http://scigraph.springernature.com/things/product-market-codes/P33000 
650 2 4 |a Statistical Physics and Dynamical Systems.  |0 http://scigraph.springernature.com/things/product-market-codes/P19090 
700 1 |a Rajapakse, Jagath Chandana.  |e editor.  |4 edt  |4 http://id.loc.gov/vocabulary/relators/edt 
700 1 |a Wang, Lipo.  |e editor.  |4 edt  |4 http://id.loc.gov/vocabulary/relators/edt 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9783642535642 
776 0 8 |i Printed edition:  |z 9783540211235 
776 0 8 |i Printed edition:  |z 9783642535635 
830 0 |a Studies in Fuzziness and Soft Computing,  |x 1434-9922 ;  |v 152 
856 4 0 |u https://doi.org/10.1007/978-3-540-39935-3  |z Full Text via HEAL-Link 
912 |a ZDB-2-ENG 
912 |a ZDB-2-BAE 
950 |a Engineering (Springer-11647)