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Adaptive signal processing : next generation solutions / / [edited by] Tulay Adali, Simon S. Haykin
Adaptive signal processing : next generation solutions / / [edited by] Tulay Adali, Simon S. Haykin
Edizione [1st edition]
Pubbl/distr/stampa Hoboken, N.J., : Wiley-IEEE, c2010
Descrizione fisica 1 online resource (428 p.)
Disciplina 621.382/2
Altri autori (Persone) AdaliTulay
HaykinSimon S. <1931->
Collana Adaptive and learning systems for signal processing, communications and control series
Soggetto topico Adaptive signal processing
ISBN 1-282-65650-3
9786612656507
0-470-57575-1
0-470-57574-3
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Preface -- Contributors -- Chapter 1 Complex-Valued Adaptive Signal Processing -- 1.1 Introduction -- -- 1.2 Preliminaries -- 1.3 Optimization in the Complex Domain -- 1.4 Widely Linear Adaptive Filtering -- 1.5 Nonlinear Adaptive Filtering with Multilayer Perceptrons -- 1.6 Complex Independent Component Analysis -- 1.7 Summary -- 1.8 Acknowledgment -- 1.9 Problems -- References -- Chapter 2 Robust Estimation Techniques for Complex-Valued Random Vectors -- 2.1 Introduction -- 2.2 Statistical Characterization of Complex Random Vectors -- 2.3 Complex Elliptically Symmetric (CES) Distributions -- 2.4 Tools to Compare Estimators -- 2.5 Scatter and Pseudo-Scatter Matrices -- 2.6 Array Processing Examples -- 2.7 MVDR Beamformers Based on M-Estimators -- 2.8 Robust ICA -- 2.9 Conclusion -- 2.10 Problems -- References -- Chapter 3 Turbo Equalization -- 3.1 Introduction -- 3.2 Context -- 3.3 Communication Chain -- 3.4 Turbo Decoder: Overview -- 3.5 Forward-Backward Algorithm -- 3.6 Simplified Algorithm: Interference Canceler -- 3.7 Capacity Analysis -- 3.8 Blind Turbo Equalization -- 3.9 Convergence -- 3.10 Multichannel and Multiuser Settings -- 3.11 Concluding Remarks -- 3.12 Problems -- References -- Chapter 4 Subspace Tracking for Signal Processing -- 4.1 Introduction -- 4.2 Linear Algebra Review -- 4.3 Observation Model and Problem Statement -- 4.4 Preliminary Example: Oja's Neuron -- 4.5 Subspace Tracking -- 4.6 Eigenvectors Tracking -- 4.7 Convergence and Performance Analysis Issues -- 4.8 Illustrative Examples -- 4.9 Concluding Remarks -- 4.10 Problems -- References -- Chapter 5 Particle Filtering -- 5.1 Introduction -- 5.2 Motivation for Use of Particle Filtering -- 5.3 The Basic Idea -- 5.4 The Choice of Proposal Distribution and Resampling -- 5.5 Some Particle Filtering Methods -- 5.6 Handling Constant Parameters -- 5.7 Rao-Blackwellization -- 5.8 Prediction -- 5.9 Smoothing -- 5.10 Convergence Issues -- 5.11 Computational Issues and Hardware Implementation -- 5.12 Acknowledgments.
5.13 Exercises -- References -- Chapter 6 Nonlinear Sequential State Estimation for Solving Pattern-Classification Problems -- 6.1 Introduction -- 6.2 Back-Propagation and Support Vector Machine-Learning Algorithms: Review -- 6.3 Supervised Training Framework of MLPs Using Nonlinear Sequential State Estimation -- 6.4 The Extended Kalman Filter -- 6.5 Experimental Comparison of the Extended Kalman Filtering Algorithm with the Back-Propagation and Support Vector Machine Learning Algorithms -- 6.6 Concluding Remarks -- 6.7 Problems -- References -- Chapter 7 Bandwidth Extension of Telephony Speech -- 7.1 Introduction -- 7.2 Organization of the Chapter -- 7.3 Nonmodel-Based Algorithms for Bandwidth Extension -- 7.4 Basics -- 7.5 Model-Based Algorithms for Bandwidth Extension -- 7.6 Evaluation of Bandwidth Extension Algorithms -- 7.7 Conclusion -- 7.8 Problems -- References -- Index.
Record Nr. UNINA-9910140741803321
Hoboken, N.J., : Wiley-IEEE, c2010
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Independent Component Analysis and Signal Separation [[electronic resource] ] : 8th International Conference, ICA 2009, Paraty, Brazil, March 15-18, 2009, Proceedings / / edited by Tulay Adali, Christian Jutten, Joao Marcos Travassos Romano, Allan Kardec Barros
Independent Component Analysis and Signal Separation [[electronic resource] ] : 8th International Conference, ICA 2009, Paraty, Brazil, March 15-18, 2009, Proceedings / / edited by Tulay Adali, Christian Jutten, Joao Marcos Travassos Romano, Allan Kardec Barros
Edizione [1st ed. 2009.]
Pubbl/distr/stampa Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2009
Descrizione fisica 1 online resource (XIX, 785 p.)
Disciplina 621.382/2
Collana Theoretical Computer Science and General Issues
Soggetto topico Computer programming
Data mining
Computer software
Algorithms
Computer science
Coding theory
Information theory
Programming Techniques
Data Mining and Knowledge Discovery
Mathematical Software
Theory of Computation
Coding and Information Theory
ISBN 3-642-00599-3
Classificazione DAT 708f
DAT 717f
ELT 515f
SS 4800
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Theory -- Algorithms and Architectures -- Biomedical Applications -- Image Processing -- Speech and Audio Processing -- Other Applications -- Special Session on Evaluation.
Record Nr. UNISA-996465940803316
Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2009
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
Independent component analysis and signal separation : 8th International Conference, ICA 2009, Paraty, Brazil, March 15 - 18, 2009 : proceedings / / Tulay Adali ... [et al.] (eds.)
Independent component analysis and signal separation : 8th International Conference, ICA 2009, Paraty, Brazil, March 15 - 18, 2009 : proceedings / / Tulay Adali ... [et al.] (eds.)
Edizione [1st ed. 2009.]
Pubbl/distr/stampa Berlin ; ; New York, : Springer, c2009
Descrizione fisica 1 online resource (XIX, 785 p.)
Disciplina 621.382/2
Altri autori (Persone) AdaliTulay
Collana Lecture notes in computer science
Soggetto topico Electronic noise
Multivariate analysis
Neural networks (Computer science)
Signal processing - Digital techniques
ISBN 3-642-00599-3
Classificazione DAT 708f
DAT 717f
ELT 515f
SS 4800
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Theory -- Algorithms and Architectures -- Biomedical Applications -- Image Processing -- Speech and Audio Processing -- Other Applications -- Special Session on Evaluation.
Altri titoli varianti ICA 2009
Record Nr. UNINA-9910484396003321
Berlin ; ; New York, : Springer, c2009
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui