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 | ||
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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 | ||
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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 | ||
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