On the Minimum l p. 193 On the Strong Uniqueness of Highly Sparse Representations from Redundant Dictionaries

Transcription

1 Theory and Fundamentals A FastICA Algorithm for Non-negative Independent Component Analysis p. 1 Blind Source Separation by Adaptive Estimation of Score Function Difference p. 9 Exploiting Spatiotemporal Information for Blind Atrial Activity Extraction in Atrial Arrhythmias p. 18 Gaussianizing Transformations for ICA p. 26 New Eigensystem-Based Method for Blind Source Separation p. 33 Optimization Issues in Noisy Gaussian ICA p. 41 Optimization Using Fourier Expansion over a Geodesic for Non-negative ICA p. 49 The Minimum Support Criterion for Blind Signal Extraction: A Limiting Case of the Strengthened Young's Inequality p. 57 Accurate, Fast and Stable Denoising Source Separation Algorithms p. 65 An Overview of BSS Techniques Based on Order Statistics: Formulation and Implementation Issues p. 73 Analytical Solution of the Blind Source Separation Problem Using Derivatives p. 81 Approximate Joint Diagonalization Using a Natural Gradient Approach p. 89 BSS, Classification and Pixel Demixing p. 97 Blind Identification of Complex Under-Determined Mixtures p. 105 Blind Separation of Heavy-Tailed Signals Using Normalized Statistics p. 113 Blind Source Separation of Linear Mixtures with Singular Matrices p. 121 Closely Arranged Directional Microphone for Source Separation p. 129 Estimating Functions for Blind Separation when Sources Have Variance-Dependencies p. 136 Framework of Constrained Matrix Gradient Flows p. 144 Identifiability, Subspace Selection and Noisy ICA p. 152 Improving GRNNs in CAD Systems p. 160 Fisher Information in Source Separation Problems p. 168 Localization of P300 Sources in Schizophrenia Patients Using Constrained BSS p. 177 On the Estimation of the Mixing Matrix for Underdetermined Blind Source Separation in an Arbitrary Number of Dimensions p. 185 On the Minimum l p. 193 On the Strong Uniqueness of Highly Sparse Representations from Redundant Dictionaries p. 201 Reliability of ICA Estimates with Mutual Information p. 209 Robust ICA for Super-Gaussian Sources p. 217 Robustness of Prewhitening Against Heavy-Tailed Sources p. 225 Simultaneous Extraction of Signal Using Algorithms Based on the Nonstationarity p. 233 Space-Time Variant Blind Source Separation with Additive Noise p. 240 The Use of ICA in Speckle Noise p. 248 Theoretical Method for Solving BSS-ICA Using SVM p. 256 Wavelet De-noising for Blind Source Separation in Noisy Mixtures p. 263 Linear Mixture Models A Gaussian Mixture Based Maximization of Mutual Information for Supervised Feature Extraction p. 271

2 Blind Separation of Nonstationary Sources by Spectral Decorrelation p. 279 Delayed AMUSE - A Tool for Blind Source Separation and Denoising p. 287 Dimensionality Reduction in ICA and Rank-(R p. 295 Linear Multilayer Independent Component Analysis Using Stochastic Gradient Algorithm p. 303 Minimax Mutual Information Approach for ICA of Complex-Valued Linear Mixtures p. 311 Signal Reconstruction in Sensor Arrays Using Temporal-Spatial Sparsity Regularization p. 319 Underdetermined Source Separation with Structured Source Priors p. 327 A Grassmann-Rayleigh Quotient Iteration for Dimensionality Reduction in ICA p. 335 An Approach of Moment-Based Algorithm for Noisy ICA Models p. 343 Geometrical ICA-Based Method for Blind Separation of Super-Gaussian Signals p. 350 A Novel Method to Recover N Sources from N-1 Observations and Its Application to Digital p. 358 Communications A Sufficient Condition for Separation of Deterministic Signals Based on Spatial Time-Frequency Representations Adaptive Robust Super-exponential Algorithms for Deflationary Blind Equalization of Instantaneous Mixtures p. 366 p. 374 Application of Gaussian Mixture Models for Blind Separation of Independent Sources p. 382 Asymptotically Optimal Blind Separation of Parametric Gaussian Sources p. 390 Bayesian Approach for Blind Separation of Underdetermined Mixtures of Sparse Sources p. 398 Blind Source Separation Using the Block-Coordinate Relative Newton Method p. 406 Hybridizing Genetic Algorithms with ICA in Higher Dimension p. 414 ICA Using Kernel Entropy Estimation with NlogN Complexity p. 422 Soft-LOST: EM on a Mixture of Oriented Lines p. 430 Some Gradient Based Joint Diagonalization Methods for ICA p. 437 Underdetermined Independent Component Analysis by Data Generation p. 445 Convolutive Models Batch Mutually Referenced Separation Algorithm for MIMO Convolutive Mixtures p. 453 Frequency Domain Blind Source Separation for Many Speech Signals p. 461 ICA Model Applied to Multichannel Non-destructive Evaluation by Impact-Echo p. 470 Monaural Source Separation Using Spectral Cues p. 478 Multichannel Speech Separation Using Adaptive Parameterization of Source PDFs p. 486 Non-negative Matrix Factor Deconvolution; Extraction of Multiple Sound Sources from Monophonic Inputs p. 494 Optimal Sparse Representations for Blind Deconvolution of Images p. 500 Separation of Convolutive Mixtures of Cyclostationary Sources: A Contrast Function Based Approach A Continuous Time Balanced Parametrization Approach to Multichannel Blind Deconvolution A Frequency-Domain Normalized Multichannel Blind Deconvolution Algorithm for Acoustical Signals p. 508 p. 516 p. 524

3 A Novel Hybrid Approach to the Permutation Problem of Frequency Domain Blind Source p. 532 Separation Application of Geometric Dependency Analysis to the Separation of Convolved Mixtures p. 540 Blind Deconvolution of SISO Systems with Binary Source Based on Recursive Channel Shortening p. 548 Blind Deconvolution Using the Relative Newton Method p. 554 Blind Equalization Using Direct Channel Estimation p. 562 Blind MIMO Identification Using the Second Characteristic Function p. 570 Blind Signal Separation of Convolutive Mixtures: A Time-Domain Joint-Diagonalization Approach p. 578 Characterization of the Sources in Convolutive Mixtures: A Cumulant-Based Approach p. 586 CICAAR: Convolutive ICA with an Auto-regressive Inverse Model p. 594 Detection by SNR Maximization: Application to the Blind Source Separation Problem p. 602 Estimating the Number of Sources for Frequency-Domain Blind Source Separation p. 610 Estimating the Number of Sources in a Noisy Convolutive Mixture Using BIC p. 618 Evaluation of Multistage SIMO-Model-Based Blind Source Separation Combining Frequency-Domain ICA and Time-Domain ICA On Coefficient Delay in Natural Gradient Blind Deconvolution and Source Separation Algorithms On the FIR Inversion of an Acoustical Convolutive Mixing System: Properties and Limitations p. 626 p. 634 p. 643 Overcomplete BSS for Convolutive Mixtures Based on Hierarchical Clustering p. 652 Penalty Function Approach for Constrained Convolutive Blind Source Separation p. 661 Permutation Alignment for Frequency Domain ICA Using Subspace Beamforming Methodsp. 669 QML Blind Deconvolution: Asymptotic Analysis p. 677 Super-exponential Methods Incorporated with Higher-Order Correlations for Deflationary Blind Equalization of MIMO Linear Systems Nonlinear ICA and BSS p. 685 Blind Maximum Likelihood Separation of a Linear-Quadratic Mixture p. 694 Markovian Source Separation in Post-nonlinear Mixtures p. 702 Non-linear ICA by Using Isometric Dimensionality Reduction p. 710 Postnonlinear Overcomplete Blind Source Separation Using Sparse Sources p. 718 Second-Order Blind Source Separation Based on Multi-dimensional Autocovariances p. 726 Separating a Real-Life Nonlinear Mixture of Images p. 734 Independent Slow Feature Analysis and Nonlinear Blind Source Separation p. 742 Nonlinear PCA/ICA for the Structure from Motion Problem p. 750 Plugging an Histogram-Based Contrast Function on a Genetic Algorithm for Solving PostNonLinear-BSS p. 758 Post-nonlinear Independent Component Analysis by Variational Bayesian Learning p. 766 Temporal Decorrelation as Preprocessing for Linear and Post-nonlinear ICA p. 774 Tree-Dependent and Topographic Independent Component Analysis for fmri Analysis p. 782

4 Using Kernel PCA for Initialisation of Variational Bayesian Nonlinear Blind Source Separation Method Speech Processing Applications p. 790 A Geometric Approach for Separating Several Speech Signals p. 798 A Novel Method for Permutation Correction in Frequency-Domain in Blind Separation of Speech Mixtures Convolutive Acoustic Mixtures Approximation to an Instantaneous Model Using a Stereo Boundary Microphone Configuration p. 807 p. 816 DOA Detection from HOS by FOD Beamforming and Joint-Process Estimation p. 824 Nonlinear Postprocessing for Blind Speech Separation p. 832 Real-Time Convolutive Blind Source Separation Based on a Broadband Approach p. 840 A New Approach to the Permutation Problem in Frequency Domain Blind Source Separation p. 849 Adaptive Cross-Channel Interference Cancellation on Blind Source Separation Outputs Application of the Mutual Information Minimization to Speaker Recognition / Verification Improvement p. 857 p. 865 Single Channel Speech Enhancement: MAP Estimation Using GGD Prior Under Blind Setup p. 873 Stable and Low-Distortion Algorithm Based on Overdetermined Blind Separation for Convolutive Mixtures of Speech Two Channel, Block Adaptive Audio Separation Using the Cross Correlation of Time Frequency Information Underdetermined Blind Separation of Convolutive Mixtures of Speech with Directivity Pattern Based Mask and ICA Image Processing Applications p. 881 p. 889 p. 898 A Digital Watermarking Technique Based on ICA Image Features p. 906 A Model for Analyzing Dependencies Between Two ICA Features in Natural Images p. 914 An Iterative Blind Source Separation Method for Convolutive Mixtures of Images p. 922 Astrophysical Source Separation Using Particle Filters p. 930 Independent Component Analysis in the Watermarking of Digital Images p. 938 Spatio-chromatic ICA of a Mosaiced Color Image p. 946 An Extended Maximum Likelihood Approach for the Robust Blind Separation of Autocorrelated Images from Noisy Mixtures p. 954 Blind Separation of Spatio-temporal Data Sources p. 962 Data Hiding in Independent Components of Video p. 970 Biomedical Applications 3D Spatial Analysis of fmri Data on a Word Perception Task p. 977 Decomposition of Synthetic Multi-channel Surface-Electromyogram Using Independent Component Analysis Denoising Using Local ICA and a Generalized Eigendecomposition with Time-Delayed Signals p. 985 p. 993 MEG/EEG Source Localization Using Spatio-temporal Sparse Representations p Reliable Measurement of Cortical Flow Patterns Using Complex Independent Component p Analysis of Electroencephalographic Signals

5 Sensor Array and Electrode Selection for Non-invasive Fetal Electrocardiogram Extraction by Independent Component Analysis A Comparison of Time Structure and Statistically Based BSS Methods in the Context of Long-Term Epileptiform EEG Recordings p p A Framework for Evaluating ICA Methods of Artifact Removal from Multichannel EEG p A New Method for Eliminating Stimulus Artifact in Transient Evoked Otoacoustic Emission Using ICA p An Efficient Time-Frequency Approach to Blind Source Separation Based on Wavelets p Blind Deconvolution of Close-to-Orthogonal Pulse Sources Applied to Surface Electromyograms p Denoising Mammographic Images Using ICA p Independent Component Analysis of Pulse Oximetry Signals Based on Derivative Skew p Mixing Matrix Pseudostationarity and ECG Preprocessing Impact on ICA-Based Atrial Fibrillation Analysis `Signal Subspace' Blind Source Separation Applied to Fetal Magnetocardiographic Signals Extraction Suppression of Ventricular Activity in the Surface Electrocardiogram of Atrial Fibrillation p p p Unraveling Spatio-temporal Dynamics in fmri Recordings Using Complex ICA p Wavelet Domain Blind Signal Separation to Analyze Supraventricular Arrhythmias from Holter Registers Other Applications A New Auditory-Based Index to Evaluate the Blind Separation Performance of Acoustic Mixtures p p An Application of ICA to Identify Vibratory Low-Level Signals Generated by Termites p Application of Blind Source Separation to a Novel Passive Location p Blind Source Separation in the Adaptive Reduction of Inter-channel Interference for OFDM p BSS for Series of Electron Energy Loss Spectra p HOS Based Distinctive Features for Preliminary Signal Classification p ICA as a Preprocessing Technique for Classification p Joint Delay Tracking and Interference Cancellation in DS-CDMA Systems Using Successive ICA for Oversaturated Data Layered Space Frequency Equalisation for MIMO-MC-CDMA Systems in Frequency Selective Fading Channels Multiuser Detection and Channel Estimation in MIMO OFDM Systems via Blind Source Separation p p p Music Transcription with ISA and HMM p On Shift-Invariant Sparse Coding p Reliability in ICA-Based Text Classification p Source Separation on Astrophysical Data Sets from the WMAP Satellite p Multidimensional ICA for the Separation of Atrial and Ventricular Activities from Single Lead ECGs in Paroxysmal Atrial Fibrillation Episodes p. 1229

6 Music Indexing Using Independent Component Analysis with Pseudo-generated Sources p Invited Contributions Lie Group Methods for Optimization with Orthogonality Constraints p A Hierarchical ICA Method for Unsupervised Learning of Nonlinear Dependencies in Natural Images p Author Index p Table of Contents provided by Blackwell's Book Services and R.R. Bowker. Used with permission.