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Independent component analysis and signal separation : 7th international conference, ICA 2007, London, UK, September 9-12, 2007 : proceedings

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Cover of 'Independent component analysis and signal separation : 7th international conference, ICA 2007, London, UK, September 9-12, 2007 : proceedings'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 A Flexible Component Model for Precision ICA
  3. Altmetric Badge
    Chapter 2 Blind Separation of Instantaneous Mixtures of Dependent Sources
  4. Altmetric Badge
    Chapter 3 The Complex Version of the Minimum Support Criterion
  5. Altmetric Badge
    Chapter 4 Optimal Joint Diagonalization of Complex Symmetric Third-Order Tensors. Application to Separation of Non Circular Signals
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    Chapter 5 Imposing Independence Constraints in the CP Model
  7. Altmetric Badge
    Chapter 6 Blind Source Separation of a Class of Nonlinear Mixtures
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    Chapter 7 Independent Subspace Analysis Is Unique, Given Irreducibility
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    Chapter 8 Optimization on the Orthogonal Group for Independent Component Analysis
  10. Altmetric Badge
    Chapter 9 Using State Space Differential Geometry for Nonlinear Blind Source Separation
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    Chapter 10 Copula Component Analysis
  12. Altmetric Badge
    Chapter 11 On Separation of Signal Sources Using Kernel Estimates of Probability Densities
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    Chapter 12 Shifted Independent Component Analysis
  14. Altmetric Badge
    Chapter 13 Modeling and Estimation of Dependent Subspaces with Non-radially Symmetric and Skewed Densities
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    Chapter 14 On the Relationships Between Power Iteration, Inverse Iteration and FastICA
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    Chapter 15 A Sufficient Condition for the Unique Solution of Non-Negative Tensor Factorization
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    Chapter 16 Colored Subspace Analysis
  18. Altmetric Badge
    Chapter 17 Is the General Form of Renyi’s Entropy a Contrast for Source Separation?
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    Chapter 18 A Variational Bayesian Algorithm for BSS Problem with Hidden Gauss-Markov Models for the Sources
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    Chapter 19 A New Source Extraction Algorithm for Cyclostationary Sources
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    Chapter 20 A Robust Complex FastICA Algorithm Using the Huber M-Estimator Cost Function
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    Chapter 21 Stable Higher-Order Recurrent Neural Network Structures for Nonlinear Blind Source Separation
  23. Altmetric Badge
    Chapter 22 Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization
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    Chapter 23 Pivot Selection Strategies in Jacobi Joint Block-Diagonalization
  25. Altmetric Badge
    Chapter 24 Speeding Up FastICA by Mixture Random Pruning
  26. Altmetric Badge
    Chapter 25 An Algebraic Non Orthogonal Joint Block Diagonalization Algorithm for Blind Separation of Convolutive Mixtures of Sources
  27. Altmetric Badge
    Chapter 26 Non Unitary Joint Block Diagonalization of Complex Matrices Using a Gradient Approach
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    Chapter 27 A Toolbox for Model-Free Analysis of fMRI Data
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    Chapter 28 An Eigenvector Algorithm with Reference Signals Using a Deflation Approach for Blind Deconvolution
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    Chapter 29 Robust Independent Component Analysis Using Quadratic Negentropy
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    Chapter 30 Underdetermined Source Separation Using Mixtures of Warped Laplacians
  32. Altmetric Badge
    Chapter 31 Blind Separation of Cyclostationary Sources Using Joint Block Approximate Diagonalization
  33. Altmetric Badge
    Chapter 32 Independent Process Analysis Without a Priori Dimensional Information
  34. Altmetric Badge
    Chapter 33 An Evolutionary Approach for Blind Inversion of Wiener Systems
  35. Altmetric Badge
    Chapter 34 A Complexity Constrained Nonnegative Matrix Factorization for Hyperspectral Unmixing
  36. Altmetric Badge
    Chapter 35 Smooth Component Analysis as Ensemble Method for Prediction Improvement
  37. Altmetric Badge
    Chapter 36 Speed and Accuracy Enhancement of Linear ICA Techniques Using Rational Nonlinear Functions
  38. Altmetric Badge
    Chapter 37 Comparative Speed Analysis of FastICA
  39. Altmetric Badge
    Chapter 38 Kernel-Based Nonlinear Independent Component Analysis
  40. Altmetric Badge
    Chapter 39 Linear Prediction Based Blind Source Extraction Algorithms in Practical Applications
  41. Altmetric Badge
    Chapter 40 Blind Audio Source Separation Using Sparsity Based Criterion for Convolutive Mixture Case
  42. Altmetric Badge
    Chapter 41 Maximization of Component Disjointness: A Criterion for Blind Source Separation
  43. Altmetric Badge
    Chapter 42 Estimator for Number of Sources Using Minimum Description Length Criterion for Blind Sparse Source Mixtures
  44. Altmetric Badge
    Chapter 43 Compressed Sensing and Source Separation
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    Chapter 44 Morphological Diversity and Sparsity in Blind Source Separation
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    Chapter 45 Identifiability Conditions and Subspace Clustering in Sparse BSS
  47. Altmetric Badge
    Chapter 46 Two Improved Sparse Decomposition Methods for Blind Source Separation
  48. Altmetric Badge
    Chapter 47 Probabilistic Geometric Approach to Blind Separation of Time-Varying Mixtures
  49. Altmetric Badge
    Chapter 48 Infinite Sparse Factor Analysis and Infinite Independent Components Analysis
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    Chapter 49 Fast Sparse Representation Based on Smoothed ℓ0 Norm
  51. Altmetric Badge
    Chapter 50 Estimating the Mixing Matrix in Sparse Component Analysis Based on Converting a Multiple Dominant to a Single Dominant Problem
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    Chapter 51 Dictionary Learning for L1-Exact Sparse Coding
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    Chapter 52 Supervised and Semi-supervised Separation of Sounds from Single-Channel Mixtures
  54. Altmetric Badge
    Chapter 53 Image Compression by Redundancy Reduction
  55. Altmetric Badge
    Chapter 54 Complex Nonconvex l p Norm Minimization for Underdetermined Source Separation
  56. Altmetric Badge
    Chapter 55 Sparse Component Analysis in Presence of Noise Using an Iterative EM-MAP Algorithm
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    Chapter 56 Mutual Interdependence Analysis (MIA)
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    Chapter 57 Modeling Perceptual Similarity of Audio Signals for Blind Source Separation Evaluation
  59. Altmetric Badge
    Chapter 58 Beamforming Initialization and Data Prewhitening in Natural Gradient Convolutive Blind Source Separation of Speech Mixtures
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    Chapter 59 Blind Vector Deconvolution: Convolutive Mixture Models in Short-Time Fourier Transform Domain
  61. Altmetric Badge
    Chapter 60 A Batch Algorithm for Blind Source Separation of Acoustic Signals Using ICA and Time-Frequency Masking
  62. Altmetric Badge
    Chapter 61 The Role of High Frequencies in Convolutive Blind Source Separation of Speech Signals
  63. Altmetric Badge
    Chapter 62 Signal Separation by Integrating Adaptive Beamforming with Blind Deconvolution
  64. Altmetric Badge
    Chapter 63 Blind Signal Deconvolution as an Instantaneous Blind Separation of Statistically Dependent Sources
  65. Altmetric Badge
    Chapter 64 Solving the Permutation Problem in Convolutive Blind Source Separation
  66. Altmetric Badge
    Chapter 65 Discovering Convolutive Speech Phones Using Sparseness and Non-negativity
  67. Altmetric Badge
    Chapter 66 Frequency-Domain Implementation of a Time-Domain Blind Separation Algorithm for Convolutive Mixtures of Sources
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    Chapter 67 Phase-Aware Non-negative Spectrogram Factorization
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    Chapter 68 Probabilistic Amplitude Demodulation
  70. Altmetric Badge
    Chapter 69 First Stereo Audio Source Separation Evaluation Campaign: Data, Algorithms and Results
  71. Altmetric Badge
    Chapter 70 ‘Shadow BSS’ for Blind Source Separation in Rapidly Time-Varying Acoustic Scenes
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    Chapter 71 Evaluation of Propofol Effects in Atrial Fibrillation Using Principal and Independent Component Analysis
  73. Altmetric Badge
    Chapter 72 Space-Time ICA and EM Brain Signals
  74. Altmetric Badge
    Chapter 73 Extraction of Gastric Electrical Response Activity from Magnetogastrographic Recordings by DCA
  75. Altmetric Badge
    Chapter 74 ECG Compression by Efficient Coding
  76. Altmetric Badge
    Chapter 75 Detection of Paroxysmal EEG Discharges Using Multitaper Blind Signal Source Separation
  77. Altmetric Badge
    Chapter 76 Constrained ICA for the Analysis of High Stimulus Rate Auditory Evoked Potentials
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    Chapter 77 Gradient Convolution Kernel Compensation Applied to Surface Electromyograms
  79. Altmetric Badge
    Chapter 78 Independent Component Analysis of Functional Magnetic Resonance Imaging Data Using Wavelet Dictionaries
  80. Altmetric Badge
    Chapter 79 Multivariate Analysis of fMRI Group Data Using Independent Vector Analysis
  81. Altmetric Badge
    Chapter 80 Extraction of Atrial Activity from the ECG by Spectrally Constrained ICA Based on Kurtosis Sign
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    Chapter 81 Blind Matrix Decomposition Techniques to Identify Marker Genes from Microarrays
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    Chapter 82 Perception of Transformation-Invariance in the Visual Pathway
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    Chapter 83 Subspaces of Spatially Varying Independent Components in fMRI
  85. Altmetric Badge
    Chapter 84 Multi-modal ICA Exemplified on Simultaneously Measured MEG and EEG Data
  86. Altmetric Badge
    Chapter 85 Blind Signal Separation Methods for the Identification of Interstellar Carbonaceous Nanoparticles
  87. Altmetric Badge
    Chapter 86 Specific Circumstances on the Ability of Linguistic Feature Extraction Based on Context Preprocessing by ICA
  88. Altmetric Badge
    Chapter 87 Conjugate Gamma Markov Random Fields for Modelling Nonstationary Sources
  89. Altmetric Badge
    Chapter 88 Blind Separation of Quantum States: Estimating Two Qubits from an Isotropic Heisenberg Spin Coupling Model
  90. Altmetric Badge
    Chapter 89 An Application of ICA to BSS in a Container Gantry Crane Cabin’s Model
  91. Altmetric Badge
    Chapter 90 Blind Separation of Non-stationary Images Using Markov Models
  92. Altmetric Badge
    Chapter 91 Blind Instantaneous Noisy Mixture Separation with Best Interference-Plus-Noise Rejection
  93. Altmetric Badge
    Chapter 92 Compact Representations of Market Securities Using Smooth Component Extraction
  94. Altmetric Badge
    Chapter 93 Bayesian Estimation of Overcomplete Independent Feature Subspaces for Natural Images
  95. Altmetric Badge
    Chapter 94 ICA-Based Image Analysis for Robot Vision
  96. Altmetric Badge
    Chapter 95 Learning of Translation-Invariant Independent Components: Multivariate Anechoic Mixtures
  97. Altmetric Badge
    Chapter 96 Channel Estimation for O-STBC MISO Systems Using Fourth-Order Cross-Cumulants
  98. Altmetric Badge
    Chapter 97 System Identification in Structural Dynamics Using Blind Source Separation Techniques
  99. Altmetric Badge
    Chapter 98 Image Similarity Based on Hierarchies of ICA Mixtures
  100. Altmetric Badge
    Chapter 99 Text Clustering on Latent Thematic Spaces: Variants, Strengths and Weaknesses
  101. Altmetric Badge
    Chapter 100 Top-Down Versus Bottom-Up Processing in the Human Brain: Distinct Directional Influences Revealed by Integrating SOBI and Granger Causality
  102. Altmetric Badge
    Chapter 101 Noisy Independent Component Analysis as a Method of Rotating the Factor Scores
  103. Altmetric Badge
    Chapter 102 Multilinear (Tensor) ICA and Dimensionality Reduction
  104. Altmetric Badge
    Chapter 103 ICA in Boolean XOR Mixtures
  105. Altmetric Badge
    Chapter 104 A Novel ICA-Based Image/Video Processing Method
  106. Altmetric Badge
    Chapter 105 Blind Audio Source Separation Based on Independent Component Analysis
Attention for Chapter 22: Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization
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Chapter title
Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization
Chapter number 22
Book title
Independent Component Analysis and Signal Separation
Published by
Springer, Berlin, Heidelberg, September 2007
DOI 10.1007/978-3-540-74494-8_22
Book ISBNs
978-3-54-074493-1, 978-3-54-074494-8
Authors

Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari, Cichocki, Andrzej, Zdunek, Rafal, Amari, Shun-ichi

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 115 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United States 3 3%
China 2 2%
Italy 1 <1%
Cuba 1 <1%
Germany 1 <1%
Iran, Islamic Republic of 1 <1%
Belgium 1 <1%
Denmark 1 <1%
Chile 1 <1%
Other 4 3%
Unknown 99 86%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 37 32%
Student > Master 19 17%
Researcher 18 16%
Professor 8 7%
Professor > Associate Professor 7 6%
Other 13 11%
Unknown 13 11%
Readers by discipline Count As %
Computer Science 49 43%
Engineering 18 16%
Mathematics 12 10%
Neuroscience 7 6%
Chemistry 4 3%
Other 8 7%
Unknown 17 15%