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Independent Component Analysis and Blind Signal Separation

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Cover of 'Independent Component Analysis and Blind Signal Separation'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 A FastICA Algorithm for Non-negative Independent Component Analysis
  3. Altmetric Badge
    Chapter 2 Blind Source Separation by Adaptive Estimation of Score Function Difference
  4. Altmetric Badge
    Chapter 3 Exploiting Spatiotemporal Information for Blind Atrial Activity Extraction in Atrial Arrhythmias
  5. Altmetric Badge
    Chapter 4 Gaussianizing Transformations for ICA
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    Chapter 5 New Eigensystem-Based Method for Blind Source Separation
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    Chapter 6 Optimization Issues in Noisy Gaussian ICA
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    Chapter 7 Optimization Using Fourier Expansion over a Geodesic for Non-negative ICA
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    Chapter 8 The Minimum Support Criterion for Blind Signal Extraction: A Limiting Case of the Strengthened Young’s Inequality
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    Chapter 9 Accurate, Fast and Stable Denoising Source Separation Algorithms
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    Chapter 10 An Overview of BSS Techniques Based on Order Statistics: Formulation and Implementation Issues
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    Chapter 11 Analytical Solution of the Blind Source Separation Problem Using Derivatives
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    Chapter 12 Approximate Joint Diagonalization Using a Natural Gradient Approach
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    Chapter 13 BSS, Classification and Pixel Demixing
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    Chapter 14 Blind Identification of Complex Under-Determined Mixtures
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    Chapter 15 Blind Separation of Heavy-Tailed Signals Using Normalized Statistics
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    Chapter 16 Blind Source Separation of Linear Mixtures with Singular Matrices
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    Chapter 17 Closely Arranged Directional Microphone for Source Separation
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    Chapter 18 Estimating Functions for Blind Separation when Sources Have Variance-Dependencies
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    Chapter 19 Framework of Constrained Matrix Gradient Flows
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    Chapter 20 Identifiability, Subspace Selection and Noisy ICA
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    Chapter 21 Improving GRNNs in CAD Systems
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    Chapter 22 Fisher Information in Source Separation Problems
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    Chapter 23 Localization of P300 Sources in Schizophrenia Patients Using Constrained BSS
  25. Altmetric Badge
    Chapter 24 On the Estimation of the Mixing Matrix for Underdetermined Blind Source Separation in an Arbitrary Number of Dimensions
  26. Altmetric Badge
    Chapter 25 On the Minimum ℓ 1 -Norm Signal Recovery in Underdetermined Source Separation
  27. Altmetric Badge
    Chapter 26 On the Strong Uniqueness of Highly Sparse Representations from Redundant Dictionaries
  28. Altmetric Badge
    Chapter 27 Reliability of ICA Estimates with Mutual Information
  29. Altmetric Badge
    Chapter 28 Robust ICA for Super-Gaussian Sources
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    Chapter 29 Robustness of Prewhitening Against Heavy-Tailed Sources
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    Chapter 30 Simultaneous Extraction of Signal Using Algorithms Based on the Nonstationarity
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    Chapter 31 Space-Time Variant Blind Source Separation with Additive Noise
  33. Altmetric Badge
    Chapter 32 The Use of ICA in Speckle Noise
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    Chapter 33 Theoretical Method for Solving BSS-ICA Using SVM
  35. Altmetric Badge
    Chapter 34 Wavelet De-noising for Blind Source Separation in Noisy Mixtures
  36. Altmetric Badge
    Chapter 35 A Gaussian Mixture Based Maximization of Mutual Information for Supervised Feature Extraction
  37. Altmetric Badge
    Chapter 36 Blind Separation of Nonstationary Sources by Spectral Decorrelation
  38. Altmetric Badge
    Chapter 37 Delayed AMUSE – A Tool for Blind Source Separation and Denoising
  39. Altmetric Badge
    Chapter 38 Dimensionality Reduction in ICA and Rank-( R 1 , R 2 ,..., R N ) Reduction in Multilinear Algebra
  40. Altmetric Badge
    Chapter 39 Linear Multilayer Independent Component Analysis Using Stochastic Gradient Algorithm
  41. Altmetric Badge
    Chapter 40 Minimax Mutual Information Approach for ICA of Complex-Valued Linear Mixtures
  42. Altmetric Badge
    Chapter 41 Signal Reconstruction in Sensor Arrays Using Temporal-Spatial Sparsity Regularization
  43. Altmetric Badge
    Chapter 42 Underdetermined Source Separation with Structured Source Priors
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    Chapter 43 A Grassmann-Rayleigh Quotient Iteration for Dimensionality Reduction in ICA
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    Chapter 44 An Approach of Moment-Based Algorithm for Noisy ICA Models
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    Chapter 45 Geometrical ICA-Based Method for Blind Separation of Super-Gaussian Signals
  47. Altmetric Badge
    Chapter 46 A Novel Method to Recover N Sources from N-1 Observations and Its Application to Digital Communications
  48. Altmetric Badge
    Chapter 47 A Sufficient Condition for Separation of Deterministic Signals Based on Spatial Time-Frequency Representations
  49. Altmetric Badge
    Chapter 48 Adaptive Robust Super-exponential Algorithms for Deflationary Blind Equalization of Instantaneous Mixtures
  50. Altmetric Badge
    Chapter 49 Application of Gaussian Mixture Models for Blind Separation of Independent Sources
  51. Altmetric Badge
    Chapter 50 Asymptotically Optimal Blind Separation of Parametric Gaussian Sources
  52. Altmetric Badge
    Chapter 51 Bayesian Approach for Blind Separation of Underdetermined Mixtures of Sparse Sources
  53. Altmetric Badge
    Chapter 52 Blind Source Separation Using the Block-Coordinate Relative Newton Method
  54. Altmetric Badge
    Chapter 53 Hybridizing Genetic Algorithms with ICA in Higher Dimension
  55. Altmetric Badge
    Chapter 54 ICA Using Kernel Entropy Estimation with NlogN Complexity
  56. Altmetric Badge
    Chapter 55 Soft-LOST: EM on a Mixture of Oriented Lines
  57. Altmetric Badge
    Chapter 56 Some Gradient Based Joint Diagonalization Methods for ICA
  58. Altmetric Badge
    Chapter 57 Underdetermined Independent Component Analysis by Data Generation
  59. Altmetric Badge
    Chapter 58 Batch Mutually Referenced Separation Algorithm for MIMO Convolutive Mixtures
  60. Altmetric Badge
    Chapter 59 Frequency Domain Blind Source Separation for Many Speech Signals
  61. Altmetric Badge
    Chapter 60 ICA Model Applied to Multichannel Non-destructive Evaluation by Impact-Echo
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    Chapter 61 Monaural Source Separation Using Spectral Cues
  63. Altmetric Badge
    Chapter 62 Multichannel Speech Separation Using Adaptive Parameterization of Source PDFs
  64. Altmetric Badge
    Chapter 63 Non-negative Matrix Factor Deconvolution; Extraction of Multiple Sound Sources from Monophonic Inputs
  65. Altmetric Badge
    Chapter 64 Optimal Sparse Representations for Blind Deconvolution of Images
  66. Altmetric Badge
    Chapter 65 Separation of Convolutive Mixtures of Cyclostationary Sources: A Contrast Function Based Approach
  67. Altmetric Badge
    Chapter 66 A Continuous Time Balanced Parametrization Approach to Multichannel Blind Deconvolution
  68. Altmetric Badge
    Chapter 67 A Frequency-Domain Normalized Multichannel Blind Deconvolution Algorithm for Acoustical Signals
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    Chapter 68 A Novel Hybrid Approach to the Permutation Problem of Frequency Domain Blind Source Separation
  70. Altmetric Badge
    Chapter 69 Application of Geometric Dependency Analysis to the Separation of Convolved Mixtures
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    Chapter 70 Blind Deconvolution of SISO Systems with Binary Source Based on Recursive Channel Shortening
  72. Altmetric Badge
    Chapter 71 Blind Deconvolution Using the Relative Newton Method
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    Chapter 72 Blind Equalization Using Direct Channel Estimation
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    Chapter 73 Blind MIMO Identification Using the Second Characteristic Function
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    Chapter 74 Blind Signal Separation of Convolutive Mixtures: A Time-Domain Joint-Diagonalization Approach
  76. Altmetric Badge
    Chapter 75 Characterization of the Sources in Convolutive Mixtures: A Cumulant-Based Approach
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    Chapter 76 CICAAR: Convolutive ICA with an Auto-regressive Inverse Model
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    Chapter 77 Detection by SNR Maximization: Application to the Blind Source Separation Problem
  79. Altmetric Badge
    Chapter 78 Estimating the Number of Sources for Frequency-Domain Blind Source Separation
  80. Altmetric Badge
    Chapter 79 Estimating the Number of Sources in a Noisy Convolutive Mixture Using BIC
  81. Altmetric Badge
    Chapter 80 Evaluation of Multistage SIMO-Model-Based Blind Source Separation Combining Frequency-Domain ICA and Time-Domain ICA
  82. Altmetric Badge
    Chapter 81 On Coefficient Delay in Natural Gradient Blind Deconvolution and Source Separation Algorithms
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    Chapter 82 On the FIR Inversion of an Acoustical Convolutive Mixing System: Properties and Limitations
  84. Altmetric Badge
    Chapter 83 Overcomplete BSS for Convolutive Mixtures Based on Hierarchical Clustering
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    Chapter 84 Penalty Function Approach for Constrained Convolutive Blind Source Separation
  86. Altmetric Badge
    Chapter 85 Permutation Alignment for Frequency Domain ICA Using Subspace Beamforming Methods
  87. Altmetric Badge
    Chapter 86 QML Blind Deconvolution: Asymptotic Analysis
  88. Altmetric Badge
    Chapter 87 Super-exponential Methods Incorporated with Higher-Order Correlations for Deflationary Blind Equalization of MIMO Linear Systems
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    Chapter 88 Blind Maximum Likelihood Separation of a Linear-Quadratic Mixture
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    Chapter 89 Markovian Source Separation in Post-nonlinear Mixtures
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    Chapter 90 Non-linear ICA by Using Isometric Dimensionality Reduction
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    Chapter 91 Postnonlinear Overcomplete Blind Source Separation Using Sparse Sources
  93. Altmetric Badge
    Chapter 92 Second-Order Blind Source Separation Based on Multi-dimensional Autocovariances
  94. Altmetric Badge
    Chapter 93 Separating a Real-Life Nonlinear Mixture of Images
  95. Altmetric Badge
    Chapter 94 Independent Slow Feature Analysis and Nonlinear Blind Source Separation
  96. Altmetric Badge
    Chapter 95 Nonlinear PCA/ICA for the Structure from Motion Problem
  97. Altmetric Badge
    Chapter 96 Plugging an Histogram-Based Contrast Function on a Genetic Algorithm for Solving PostNonLinear-BSS
  98. Altmetric Badge
    Chapter 97 Post-nonlinear Independent Component Analysis by Variational Bayesian Learning
  99. Altmetric Badge
    Chapter 98 Temporal Decorrelation as Preprocessing for Linear and Post-nonlinear ICA
  100. Altmetric Badge
    Chapter 99 Tree-Dependent and Topographic Independent Component Analysis for fMRI Analysis
  101. Altmetric Badge
    Chapter 100 Using Kernel PCA for Initialisation of Variational Bayesian Nonlinear Blind Source Separation Method
  102. Altmetric Badge
    Chapter 101 A Geometric Approach for Separating Several Speech Signals
  103. Altmetric Badge
    Chapter 102 A Novel Method for Permutation Correction in Frequency-Domain in Blind Separation of Speech Mixtures
  104. Altmetric Badge
    Chapter 103 Convolutive Acoustic Mixtures Approximation to an Instantaneous Model Using a Stereo Boundary Microphone Configuration
  105. Altmetric Badge
    Chapter 104 DOA Detection from HOS by FOD Beamforming and Joint-Process Estimation
  106. Altmetric Badge
    Chapter 105 Nonlinear Postprocessing for Blind Speech Separation
  107. Altmetric Badge
    Chapter 106 Real-Time Convolutive Blind Source Separation Based on a Broadband Approach
  108. Altmetric Badge
    Chapter 107 A New Approach to the Permutation Problem in Frequency Domain Blind Source Separation
  109. Altmetric Badge
    Chapter 108 Adaptive Cross-Channel Interference Cancellation on Blind Source Separation Outputs
  110. Altmetric Badge
    Chapter 109 Application of the Mutual Information Minimization to Speaker Recognition / Verification Improvement
  111. Altmetric Badge
    Chapter 110 Single Channel Speech Enhancement: MAP Estimation Using GGD Prior Under Blind Setup
  112. Altmetric Badge
    Chapter 111 Stable and Low-Distortion Algorithm Based on Overdetermined Blind Separation for Convolutive Mixtures of Speech
  113. Altmetric Badge
    Chapter 112 Two Channel, Block Adaptive Audio Separation Using the Cross Correlation of Time Frequency Information
  114. Altmetric Badge
    Chapter 113 Underdetermined Blind Separation of Convolutive Mixtures of Speech with Directivity Pattern Based Mask and ICA
  115. Altmetric Badge
    Chapter 114 A Digital Watermarking Technique Based on ICA Image Features
  116. Altmetric Badge
    Chapter 115 A Model for Analyzing Dependencies Between Two ICA Features in Natural Images
  117. Altmetric Badge
    Chapter 116 An Iterative Blind Source Separation Method for Convolutive Mixtures of Images
  118. Altmetric Badge
    Chapter 117 Astrophysical Source Separation Using Particle Filters
  119. Altmetric Badge
    Chapter 118 Independent Component Analysis in the Watermarking of Digital Images
  120. Altmetric Badge
    Chapter 119 Spatio-chromatic ICA of a Mosaiced Color Image
  121. Altmetric Badge
    Chapter 120 An Extended Maximum Likelihood Approach for the Robust Blind Separation of Autocorrelated Images from Noisy Mixtures
  122. Altmetric Badge
    Chapter 121 Blind Separation of Spatio-temporal Data Sources
  123. Altmetric Badge
    Chapter 122 Data Hiding in Independent Components of Video
  124. Altmetric Badge
    Chapter 123 3D Spatial Analysis of fMRI Data on a Word Perception Task
  125. Altmetric Badge
    Chapter 124 Decomposition of Synthetic Multi-channel Surface-Electromyogram Using Independent Component Analysis
  126. Altmetric Badge
    Chapter 125 Denoising Using Local ICA and a Generalized Eigendecomposition with Time-Delayed Signals
  127. Altmetric Badge
    Chapter 126 MEG/EEG Source Localization Using Spatio-temporal Sparse Representations
  128. Altmetric Badge
    Chapter 127 Reliable Measurement of Cortical Flow Patterns Using Complex Independent Component Analysis of Electroencephalographic Signals
  129. Altmetric Badge
    Chapter 128 Sensor Array and Electrode Selection for Non-invasive Fetal Electrocardiogram Extraction by Independent Component Analysis
  130. Altmetric Badge
    Chapter 129 A Comparison of Time Structure and Statistically Based BSS Methods in the Context of Long-Term Epileptiform EEG Recordings
  131. Altmetric Badge
    Chapter 130 A Framework for Evaluating ICA Methods of Artifact Removal from Multichannel EEG
  132. Altmetric Badge
    Chapter 131 A New Method for Eliminating Stimulus Artifact in Transient Evoked Otoacoustic Emission Using ICA
  133. Altmetric Badge
    Chapter 132 An Efficient Time-Frequency Approach to Blind Source Separation Based on Wavelets
  134. Altmetric Badge
    Chapter 133 Blind Deconvolution of Close-to-Orthogonal Pulse Sources Applied to Surface Electromyograms
  135. Altmetric Badge
    Chapter 134 Denoising Mammographic Images Using ICA
  136. Altmetric Badge
    Chapter 135 Independent Component Analysis of Pulse Oximetry Signals Based on Derivative Skew
  137. Altmetric Badge
    Chapter 136 Mixing Matrix Pseudostationarity and ECG Preprocessing Impact on ICA-Based Atrial Fibrillation Analysis
  138. Altmetric Badge
    Chapter 137 ‘Signal Subspace’ Blind Source Separation Applied to Fetal Magnetocardiographic Signals Extraction
  139. Altmetric Badge
    Chapter 138 Suppression of Ventricular Activity in the Surface Electrocardiogram of Atrial Fibrillation
  140. Altmetric Badge
    Chapter 139 Unraveling Spatio-temporal Dynamics in fMRI Recordings Using Complex ICA
  141. Altmetric Badge
    Chapter 140 Wavelet Domain Blind Signal Separation to Analyze Supraventricular Arrhythmias from Holter Registers
  142. Altmetric Badge
    Chapter 141 A New Auditory-Based Index to Evaluate the Blind Separation Performance of Acoustic Mixtures
  143. Altmetric Badge
    Chapter 142 An Application of ICA to Identify Vibratory Low-Level Signals Generated by Termites
  144. Altmetric Badge
    Chapter 143 Application of Blind Source Separation to a Novel Passive Location
  145. Altmetric Badge
    Chapter 144 Blind Source Separation in the Adaptive Reduction of Inter-channel Interference for OFDM
  146. Altmetric Badge
    Chapter 145 BSS for Series of Electron Energy Loss Spectra
  147. Altmetric Badge
    Chapter 146 HOS Based Distinctive Features for Preliminary Signal Classification
  148. Altmetric Badge
    Chapter 147 ICA as a Preprocessing Technique for Classification
  149. Altmetric Badge
    Chapter 148 Joint Delay Tracking and Interference Cancellation in DS-CDMA Systems Using Successive ICA for Oversaturated Data
  150. Altmetric Badge
    Chapter 149 Layered Space Frequency Equalisation for MIMO-MC-CDMA Systems in Frequency Selective Fading Channels
  151. Altmetric Badge
    Chapter 150 Multiuser Detection and Channel Estimation in MIMO OFDM Systems via Blind Source Separation
  152. Altmetric Badge
    Chapter 151 Music Transcription with ISA and HMM
  153. Altmetric Badge
    Chapter 152 On Shift-Invariant Sparse Coding
  154. Altmetric Badge
    Chapter 153 Reliability in ICA-Based Text Classification
  155. Altmetric Badge
    Chapter 154 Source Separation on Astrophysical Data Sets from the WMAP Satellite
  156. Altmetric Badge
    Chapter 155 Multidimensional ICA for the Separation of Atrial and Ventricular Activities from Single Lead ECGs in Paroxysmal Atrial Fibrillation Episodes
  157. Altmetric Badge
    Chapter 156 Music Indexing Using Independent Component Analysis with Pseudo-generated Sources
  158. Altmetric Badge
    Chapter 157 Lie Group Methods for Optimization with Orthogonality Constraints
  159. Altmetric Badge
    Chapter 158 A Hierarchical ICA Method for Unsupervised Learning of Nonlinear Dependencies in Natural Images
Attention for Chapter 158: A Hierarchical ICA Method for Unsupervised Learning of Nonlinear Dependencies in Natural Images
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Chapter title
A Hierarchical ICA Method for Unsupervised Learning of Nonlinear Dependencies in Natural Images
Chapter number 158
Book title
Independent Component Analysis and Blind Signal Separation
Published by
Springer, Berlin, Heidelberg, September 2004
DOI 10.1007/978-3-540-30110-3_158
Book ISBNs
978-3-54-023056-4, 978-3-54-030110-3
Authors

Hyun-Jin Park, Te-Won Lee

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Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 9 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Canada 1 11%
Unknown 8 89%

Demographic breakdown

Readers by professional status Count As %
Student > Doctoral Student 2 22%
Student > Ph. D. Student 2 22%
Other 1 11%
Researcher 1 11%
Professor > Associate Professor 1 11%
Other 1 11%
Unknown 1 11%
Readers by discipline Count As %
Neuroscience 2 22%
Mathematics 1 11%
Computer Science 1 11%
Sports and Recreations 1 11%
Physics and Astronomy 1 11%
Other 2 22%
Unknown 1 11%

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