Blind Source Separation

Advances in Theory, Algorithms and Applications

Editors:

ISBN: 978-3-642-55015-7 (Print) 978-3-642-55016-4 (Online)

Table of contents (20 chapters)

  1. Front Matter

    Pages i-ix

  2. Theory, Algorithms, and Extensions

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-37

      Quantum-Source Independent Component Analysis and Related Statistical Blind Qubit Uncoupling Methods

    3. No Access

      Chapter

      Pages 39-59

      Blind Source Separation Based on Dictionary Learning: A Singularity-Aware Approach

    4. No Access

      Chapter

      Pages 61-96

      Performance Study for Complex Independent Component Analysis

    5. No Access

      Chapter

      Pages 97-130

      Subband-Based Blind Source Separation and Permutation Alignment

    6. No Access

      Chapter

      Pages 131-150

      Frequency Domain Blind Source Separation Based on Independent Vector Analysis with a Multivariate Generalized Gaussian Source Prior

    7. No Access

      Chapter

      Pages 151-196

      Sparse Component Analysis: A General Framework for Linear and Nonlinear Blind Source Separation and Mixture Identification

    8. No Access

      Chapter

      Pages 197-229

      Underdetermined Audio Source Separation Using Laplacian Mixture Modelling

    9. No Access

      Chapter

      Pages 231-257

      Itakura-Saito Nonnegative Matrix Two-Dimensional Factorizations for Blind Single Channel Audio Separation

    10. No Access

      Chapter

      Pages 259-287

      Source Localization and Tracking: A Sparsity-Exploiting Maximum a Posteriori Based Approach

  3. Applications

    1. Front Matter

      Pages 289-289

    2. No Access

      Chapter

      Pages 291-322

      Statistical Analysis and Evaluation of Blind Speech Extraction Algorithms

    3. No Access

      Chapter

      Pages 323-348

      Speech Separation and Extraction by Combining Superdirective Beamforming and Blind Source Separation

    4. No Access

      Chapter

      Pages 349-368

      On the Ideal Ratio Mask as the Goal of Computational Auditory Scene Analysis

    5. No Access

      Chapter

      Pages 369-393

      Monaural Speech Enhancement Based on Multi-threshold Masking

    6. No Access

      Chapter

      Pages 395-411

      REPET for Background/Foreground Separation in Audio

    7. No Access

      Chapter

      Pages 413-434

      Nonnegative Matrix Factorization Sparse Coding Strategy for Cochlear Implants

    8. No Access

      Chapter

      Pages 435-463

      Exploratory Analysis of Brain with ICA

    9. No Access

      Chapter

      Pages 465-497

      Supervised Normalization of Large-Scale Omic Datasets Using Blind Source Separation

    10. No Access

      Chapter

      Pages 499-519

      FebICA: Feedback Independent Component Analysis for Complex Domain Source Separation of Communication Signals

    11. No Access

      Chapter

      Pages 521-551

      Semi-blind Functional Source Separation Algorithm from Non-invasive Electrophysiology to Neuroimaging

  4. No Access

    Chapter

    Pages E1-E1

    Erratum to: Performance Study for Complex Independent Component Analysis