Independent Component Analysis and Signal Separation: 8th International Conference, ICA 2009, Paraty, Brazil, March 15-18, 2009. Proceedings

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This book constitutes the refereed proceedings of the 8th International Conference on Independent Component Analysis and Signal Separation, ICA 2009, held in Paraty, Brazil, in March 2009.

The 97 revised papers presented were carefully reviewed and selected from 137 submissions. The papers are organized in topical sections on theory, algorithms and architectures, biomedical applications, image processing, speech and audio processing, other applications, as well as a special session on evaluation.

Author(s): Paul von Bünau, Frank C. Meinecke, Klaus-Robert Müller (auth.), Tülay Adali, Christian Jutten, João Marcos Travassos Romano, Allan Kardec Barros (eds.)
Series: Lecture Notes in Computer Science 5441 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009

Language: English
Pages: 785
Tags: Algorithm Analysis and Problem Complexity; Computation by Abstract Devices; Coding and Information Theory; Statistics and Computing/Statistics Programs; Data Mining and Knowledge Discovery; Signal, Image and Speech Processing

Front Matter....Pages -
Stationary Subspace Analysis....Pages 1-8
Reference Based Contrast Functions in a Semi-blind Context....Pages 9-16
On the Relationships between MMSE and Information-Theoretic-Based Blind Criterion for Minimum BER Filtering....Pages 17-24
Blind Separation of Cyclostationary Signals....Pages 25-33
A Novel Subspace Clustering Method for Dictionary Design....Pages 34-41
Comparison of Two Main Approaches to Joint SVD....Pages 42-49
Optimal Performance of Second-Order Multidimensional ICA....Pages 50-57
Using Signal Invariants to Perform Nonlinear Blind Source Separation....Pages 58-65
Bayesian Robust PCA for Incomplete Data....Pages 66-73
Independent Component Analysis (ICA) Using Pearsonian Density Function....Pages 74-81
An Analysis of Unsupervised Signal Processing Methods in the Context of Correlated Sources....Pages 82-89
Probabilistic Formulation of Independent Vector Analysis Using Complex Gaussian Scale Mixtures....Pages 90-97
Modeling the Short Time Fourier Transform Ratio and Application to Underdetermined Audio Source Separation....Pages 98-105
Minimum Determinant Constraint for Non-negative Matrix Factorization....Pages 106-113
Separation of Convolutive Mixtures with Hybrid Sources....Pages 114-121
Blind Extraction of Chaotic Sources from White Gaussian Noise Based on a Measure of Determinism....Pages 122-129
Estimating Squared-Loss Mutual Information for Independent Component Analysis....Pages 130-137
Complete Blind Subspace Deconvolution....Pages 138-145
Fast Parallel Estimation of High Dimensional Information Theoretical Quantities with Low Dimensional Random Projection Ensembles....Pages 146-153
Theoretical Analysis and Comparison of Several Criteria on Linear Model Dimension Reduction....Pages 154-162
Factor Analysis as Data Matrix Decomposition: A New Approach for Quasi-Sphering in Noisy ICA....Pages 163-170
Signal Subspace Separation Based on the Divergence Measure of a Set of Wavelets Coefficients....Pages 171-178
ICA by Maximizing Non-stability....Pages 179-186
On Optimal Selection of Correlation Matrices for Matrix-Pencil-Based Separation....Pages 187-194
ICA with Sparse Connections: Revisited....Pages 195-202
Source Separation of Phase-Locked Subspaces....Pages 203-210
Online Subband Blind Source Separation for Convolutive Mixtures Using a Uniform Filter Bank with Critical Sampling....Pages 211-218
Cebysev Coefficients – Based Algorithm for Estimating the ICA Model....Pages 219-226
Histogram Based Blind Identification and Source Separation from Linear Instantaneous Mixtures....Pages 227-234
Blind Source Separation of Post-Nonlinear Mixtures Using Evolutionary Computation and Gaussianization....Pages 235-242
Adapted Deflation Approach for Referenced Contrast Optimization in Blind MIMO Convolutive Source Separation....Pages 243-250
Blind Order Detection and Parameter Estimation of MISO-FIR Channels....Pages 251-258
Hierarchical Extraction of Independent Subspaces of Unknown Dimensions....Pages 259-266
On IIR Filters and Convergence Acceleration for Convolutive Blind Source Separation....Pages 267-273
A Cascade System for Solving Permutation and Gain Problems in Frequency-Domain BSS....Pages 274-281
A Method for Filter Shaping in Convolutive Blind Source Separation....Pages 282-289
Cumulative State Coherence Transform for a Robust Two-Channel Multiple Source Localization....Pages 290-297
Least Square Joint Diagonalization of Matrices under an Intrinsic Scale Constraint....Pages 298-305
Iterative-Shift Cluster-Based Time-Frequency BSS for Fractional-Time-Delay Mixtures....Pages 306-313
Blind Non-stationnary Sources Separation by Sparsity in a Linear Instantaneous Mixture....Pages 314-321
Blind Separation of Noisy Mixtures of Non-stationary Sources Using Spectral Decorrelation....Pages 322-329
Probabilistic Factorization of Non-negative Data with Entropic Co-occurrence Constraints....Pages 330-337
A Sparsity-Based Method to Solve Permutation Indeterminacy in Frequency-Domain Convolutive Blind Source Separation....Pages 338-345
Canonical Dual Approach to Binary Factor Analysis....Pages 346-353
Soft Dimension Reduction for ICA by Joint Diagonalization on the Stiefel Manifold....Pages 354-361
Estimating Phase Linearity in the Frequency-Domain ICA Demixing Matrix....Pages 362-370
Nonlinear Blind Source Deconvolution Using Recurrent Prediction-Error Filters and an Artificial Immune System....Pages 371-378
Arabica: Robust ICA in a Pipeline....Pages 379-386
Estimating Hidden Influences in Metabolic and Gene Regulatory Networks....Pages 387-394
Nonnegative Network Component Analysis by Linear Programming for Gene Regulatory Network Reconstruction....Pages 395-402
ICA-Based Method for Quantifying EEG Event-Related Desynchronization....Pages 403-410
Localization of Generalized Discharge Sources in Patients with Juvenile Myoclonic Epilepsy Using Independent Components Analysis....Pages 411-418
Iterative Subspace Decomposition for Ocular Artifact Removal from EEG Recordings....Pages 419-426
Denoising Single Trial Event Related Magnetoencephalographic Recordings....Pages 427-434
Eye Movement Quantification in Functional MRI Data by Spatial Independent Component Analysis....Pages 435-442
Non-independent BSS: A Model for Evoked MEG Signals with Controllable Dependencies....Pages 443-450
Atrial Activity Extraction Based on Statistical and Spectral Features....Pages 451-458
Blind Source Separation of Sparse Overcomplete Mixtures and Application to Neural Recordings....Pages 459-466
BSS-Based Feature Extraction for Skin Lesion Image Classification....Pages 467-474
Spike Detection and Sorting: Combining Algebraic Differentiations with ICA....Pages 475-482
Segmentation of Natural and Man-Made Structures by Independent Component Analysis....Pages 483-490
Topographic Independent Component Analysis Based on Fractal and Morphology Applied to Texture Segmentation....Pages 491-498
Image Source Separation Using Color Channel Dependencies....Pages 499-506
Learning Natural Image Structure with a Horizontal Product Model....Pages 507-514
Estimating Markov Random Field Potentials for Natural Images....Pages 515-522
Blind Source Separation with Spatio-Spectral Sparsity Constraints – Application to Hyperspectral Data Analysis....Pages 523-531
Image Coding and Compression with Sparse 3D Discrete Cosine Transform....Pages 532-539
Bayesian Non-negative Matrix Factorization....Pages 540-547
Blind Decomposition of Spectral Imaging Microscopy: A Study on Artificial and Real Test Data....Pages 548-556
Image Denoising Using Sparse Representations....Pages 557-564
Target Speech Enhancement in Presence of Jammer and Diffuse Background Noise....Pages 565-572
Constructing Time-Frequency Dictionaries for Source Separation via Time-Frequency Masking and Source Localisation....Pages 573-580
Time Frequency Masking Strategy for Blind Source Separation of Acoustic Signals Based on Optimally-Modified LOG-Spectral Amplitude Estimator....Pages 581-588
Solving the Acoustic Echo Cancellation Problem in Double-Talk Scenario Using Non-Gaussianity of the Near-End Signal....Pages 589-596
An ICA-Based Method for Blind Source Separation in Sparse Domains....Pages 597-604
Extension of Sparse, Adaptive Signal Decompositions to Semi-blind Audio Source Separation....Pages 605-612
Validity of the Independence Assumption for the Separation of Instantaneous and Convolutive Mixtures of Speech and Music Sources....Pages 613-620
Limitations of the Spectrum Masking Technique for Blind Source Separation....Pages 621-628
Improvement of the Initialization of ICA Time-Frequency Algorithms for Speech Separation....Pages 629-636
Audio Watermark Detection Using Undetermined ICA....Pages 637-645
Mixtures of Gamma Priors for Non-negative Matrix Factorization Based Speech Separation....Pages 646-653
An Implementation of Floral Scent Recognition System Using ICA Combined with Correlation Coefficients....Pages 654-661
Ion-Selective Electrode Array Based on a Bayesian Nonlinear Source Separation Method....Pages 662-669
A Robust and Precise Solution to Permutation Indeterminacy and Complex Scaling Ambiguity in BSS-Based Blind MIMO-OFDM Receiver....Pages 670-677
Underdetermined BSS of MISO OSTBC Signals....Pages 678-685
Narrow-Band Short-Time Frequency-Domain Blind Signal Separation of Passive Sonar Signals....Pages 686-693
Blind Channel Identification in (2 ×1) Alamouti Coded Systems Based on Maximizing the Eigenvalue Spread of Cumulant Matrices....Pages 694-701
ICA Mixture Modeling for the Classification of Materials in Impact-Echo Testing....Pages 702-709
Binary Nonnegative Matrix Factorization Applied to Semi-conductor Wafer Test Sets....Pages 710-717
High-Energy Particles Online Discriminators Based on Nonlinear Independent Components....Pages 718-725
Network Traffic Flow Separation and Control Through a Hybrid ICA-Fuzzy Adaptive Algorithm....Pages 726-733
The 2008 Signal Separation Evaluation Campaign: A Community-Based Approach to Large-Scale Evaluation....Pages 734-741
Stereo Source Separation and Source Counting with MAP Estimation with Dirichlet Prior Considering Spatial Aliasing Problem....Pages 742-750
Blind Spectral-GMM Estimation for Underdetermined Instantaneous Audio Source Separation....Pages 751-758
Application of Two Time-Domain Convolutive Blind Source Separation Algorithms to the 2008 Signal Separation Evaluation Campaign (SiSEC) Data....Pages 759-766
Permutation Correction in Blind Source Separation Using Sliding Subband Likelihood Function....Pages 767-774
Underdetermined Instantaneous Audio Source Separation via Local Gaussian Modeling....Pages 775-782
Back Matter....Pages -