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Independent Component Analysis and Signal Separation

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Cover of 'Independent Component Analysis and Signal Separation'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Stationary Subspace Analysis
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    Chapter 2 Reference Based Contrast Functions in a Semi-blind Context
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    Chapter 3 On the Relationships between MMSE and Information-Theoretic-Based Blind Criterion for Minimum BER Filtering
  5. Altmetric Badge
    Chapter 4 Blind Separation of Cyclostationary Signals
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    Chapter 5 A Novel Subspace Clustering Method for Dictionary Design
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    Chapter 6 Comparison of Two Main Approaches to Joint SVD
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    Chapter 7 Optimal Performance of Second-Order Multidimensional ICA
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    Chapter 8 Using Signal Invariants to Perform Nonlinear Blind Source Separation
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    Chapter 9 Bayesian Robust PCA for Incomplete Data
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    Chapter 10 Independent Component Analysis (ICA) Using Pearsonian Density Function
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    Chapter 11 An Analysis of Unsupervised Signal Processing Methods in the Context of Correlated Sources
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    Chapter 12 Probabilistic Formulation of Independent Vector Analysis Using Complex Gaussian Scale Mixtures
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    Chapter 13 Modeling the Short Time Fourier Transform Ratio and Application to Underdetermined Audio Source Separation
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    Chapter 14 Minimum Determinant Constraint for Non-negative Matrix Factorization
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    Chapter 15 Separation of Convolutive Mixtures with Hybrid Sources
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    Chapter 16 Blind Extraction of Chaotic Sources from White Gaussian Noise Based on a Measure of Determinism
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    Chapter 17 Estimating Squared-Loss Mutual Information for Independent Component Analysis
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    Chapter 18 Complete Blind Subspace Deconvolution
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    Chapter 19 Fast Parallel Estimation of High Dimensional Information Theoretical Quantities with Low Dimensional Random Projection Ensembles
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    Chapter 20 Theoretical Analysis and Comparison of Several Criteria on Linear Model Dimension Reduction
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    Chapter 21 Factor Analysis as Data Matrix Decomposition: A New Approach for Quasi-Sphering in Noisy ICA
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    Chapter 22 Signal Subspace Separation Based on the Divergence Measure of a Set of Wavelets Coefficients
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    Chapter 23 ICA by Maximizing Non-stability
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    Chapter 24 On Optimal Selection of Correlation Matrices for Matrix-Pencil-Based Separation
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    Chapter 25 ICA with Sparse Connections: Revisited
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    Chapter 26 Source Separation of Phase-Locked Subspaces
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    Chapter 27 Online Subband Blind Source Separation for Convolutive Mixtures Using a Uniform Filter Bank with Critical Sampling
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    Chapter 28 Cebysev Coefficients – Based Algorithm for Estimating the ICA Model
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    Chapter 29 Histogram Based Blind Identification and Source Separation from Linear Instantaneous Mixtures
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    Chapter 30 Blind Source Separation of Post-Nonlinear Mixtures Using Evolutionary Computation and Gaussianization
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    Chapter 31 Adapted Deflation Approach for Referenced Contrast Optimization in Blind MIMO Convolutive Source Separation
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    Chapter 32 Blind Order Detection and Parameter Estimation of MISO-FIR Channels
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    Chapter 33 Hierarchical Extraction of Independent Subspaces of Unknown Dimensions
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    Chapter 34 On IIR Filters and Convergence Acceleration for Convolutive Blind Source Separation
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    Chapter 35 A Cascade System for Solving Permutation and Gain Problems in Frequency-Domain BSS
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    Chapter 36 A Method for Filter Shaping in Convolutive Blind Source Separation
  38. Altmetric Badge
    Chapter 37 Cumulative State Coherence Transform for a Robust Two-Channel Multiple Source Localization
  39. Altmetric Badge
    Chapter 38 Least Square Joint Diagonalization of Matrices under an Intrinsic Scale Constraint
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    Chapter 39 Iterative-Shift Cluster-Based Time-Frequency BSS for Fractional-Time-Delay Mixtures
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    Chapter 40 Blind Non-stationnary Sources Separation by Sparsity in a Linear Instantaneous Mixture
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    Chapter 41 Blind Separation of Noisy Mixtures of Non-stationary Sources Using Spectral Decorrelation
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    Chapter 42 Probabilistic Factorization of Non-negative Data with Entropic Co-occurrence Constraints
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    Chapter 43 A Sparsity-Based Method to Solve Permutation Indeterminacy in Frequency-Domain Convolutive Blind Source Separation
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    Chapter 44 Canonical Dual Approach to Binary Factor Analysis
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    Chapter 45 Soft Dimension Reduction for ICA by Joint Diagonalization on the Stiefel Manifold
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    Chapter 46 Estimating Phase Linearity in the Frequency-Domain ICA Demixing Matrix
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    Chapter 47 Nonlinear Blind Source Deconvolution Using Recurrent Prediction-Error Filters and an Artificial Immune System
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    Chapter 48 Arabica: Robust ICA in a Pipeline
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    Chapter 49 Estimating Hidden Influences in Metabolic and Gene Regulatory Networks
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    Chapter 50 Nonnegative Network Component Analysis by Linear Programming for Gene Regulatory Network Reconstruction
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    Chapter 51 ICA-Based Method for Quantifying EEG Event-Related Desynchronization
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    Chapter 52 Localization of Generalized Discharge Sources in Patients with Juvenile Myoclonic Epilepsy Using Independent Components Analysis
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    Chapter 53 Iterative Subspace Decomposition for Ocular Artifact Removal from EEG Recordings
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    Chapter 54 Denoising Single Trial Event Related Magnetoencephalographic Recordings
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    Chapter 55 Eye Movement Quantification in Functional MRI Data by Spatial Independent Component Analysis
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    Chapter 56 Non-independent BSS: A Model for Evoked MEG Signals with Controllable Dependencies
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    Chapter 57 Atrial Activity Extraction Based on Statistical and Spectral Features
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    Chapter 58 Blind Source Separation of Sparse Overcomplete Mixtures and Application to Neural Recordings
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    Chapter 59 BSS-Based Feature Extraction for Skin Lesion Image Classification
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    Chapter 60 Spike Detection and Sorting: Combining Algebraic Differentiations with ICA
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    Chapter 61 Segmentation of Natural and Man-Made Structures by Independent Component Analysis
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    Chapter 62 Topographic Independent Component Analysis Based on Fractal and Morphology Applied to Texture Segmentation
  64. Altmetric Badge
    Chapter 63 Image Source Separation Using Color Channel Dependencies
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    Chapter 64 Learning Natural Image Structure with a Horizontal Product Model
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    Chapter 65 Estimating Markov Random Field Potentials for Natural Images
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    Chapter 66 Blind Source Separation with Spatio-Spectral Sparsity Constraints – Application to Hyperspectral Data Analysis
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    Chapter 67 Image Coding and Compression with Sparse 3D Discrete Cosine Transform
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    Chapter 68 Bayesian Non-negative Matrix Factorization
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    Chapter 69 Blind Decomposition of Spectral Imaging Microscopy: A Study on Artificial and Real Test Data
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    Chapter 70 Image Denoising Using Sparse Representations
  72. Altmetric Badge
    Chapter 71 Target Speech Enhancement in Presence of Jammer and Diffuse Background Noise
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    Chapter 72 Constructing Time-Frequency Dictionaries for Source Separation via Time-Frequency Masking and Source Localisation
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    Chapter 73 Time Frequency Masking Strategy for Blind Source Separation of Acoustic Signals Based on Optimally-Modified LOG-Spectral Amplitude Estimator
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    Chapter 74 Solving the Acoustic Echo Cancellation Problem in Double-Talk Scenario Using Non-Gaussianity of the Near-End Signal
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    Chapter 75 An ICA-Based Method for Blind Source Separation in Sparse Domains
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    Chapter 76 Extension of Sparse, Adaptive Signal Decompositions to Semi-blind Audio Source Separation
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    Chapter 77 Validity of the Independence Assumption for the Separation of Instantaneous and Convolutive Mixtures of Speech and Music Sources
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    Chapter 78 Limitations of the Spectrum Masking Technique for Blind Source Separation
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    Chapter 79 Improvement of the Initialization of ICA Time-Frequency Algorithms for Speech Separation
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    Chapter 80 Audio Watermark Detection Using Undetermined ICA
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    Chapter 81 Mixtures of Gamma Priors for Non-negative Matrix Factorization Based Speech Separation
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    Chapter 82 An Implementation of Floral Scent Recognition System Using ICA Combined with Correlation Coefficients
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    Chapter 83 Ion-Selective Electrode Array Based on a Bayesian Nonlinear Source Separation Method
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    Chapter 84 A Robust and Precise Solution to Permutation Indeterminacy and Complex Scaling Ambiguity in BSS-Based Blind MIMO-OFDM Receiver
  86. Altmetric Badge
    Chapter 85 Underdetermined BSS of MISO OSTBC Signals
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    Chapter 86 Narrow-Band Short-Time Frequency-Domain Blind Signal Separation of Passive Sonar Signals
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    Chapter 87 Blind Channel Identification in (2 ×1) Alamouti Coded Systems Based on Maximizing the Eigenvalue Spread of Cumulant Matrices
  89. Altmetric Badge
    Chapter 88 ICA Mixture Modeling for the Classification of Materials in Impact-Echo Testing
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    Chapter 89 Binary Nonnegative Matrix Factorization Applied to Semi-conductor Wafer Test Sets
  91. Altmetric Badge
    Chapter 90 High-Energy Particles Online Discriminators Based on Nonlinear Independent Components
  92. Altmetric Badge
    Chapter 91 Network Traffic Flow Separation and Control Through a Hybrid ICA-Fuzzy Adaptive Algorithm
  93. Altmetric Badge
    Chapter 92 The 2008 Signal Separation Evaluation Campaign: A Community-Based Approach to Large-Scale Evaluation
  94. Altmetric Badge
    Chapter 93 Stereo Source Separation and Source Counting with MAP Estimation with Dirichlet Prior Considering Spatial Aliasing Problem
  95. Altmetric Badge
    Chapter 94 Blind Spectral-GMM Estimation for Underdetermined Instantaneous Audio Source Separation
  96. Altmetric Badge
    Chapter 95 Application of Two Time-Domain Convolutive Blind Source Separation Algorithms to the 2008 Signal Separation Evaluation Campaign (SiSEC) Data
  97. Altmetric Badge
    Chapter 96 Permutation Correction in Blind Source Separation Using Sliding Subband Likelihood Function
  98. Altmetric Badge
    Chapter 97 Underdetermined Instantaneous Audio Source Separation via Local Gaussian Modeling
Overall attention for this book and its chapters
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About this Attention Score

  • Above-average Attention Score compared to outputs of the same age (59th percentile)
  • Good Attention Score compared to outputs of the same age and source (76th percentile)

Mentioned by

patent
1 patent

Citations

dimensions_citation
6 Dimensions

Readers on

mendeley
68 Mendeley
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Title
Independent Component Analysis and Signal Separation
Published by
ADS, March 2009
DOI 10.1007/978-3-642-00599-2
ISBNs
978-3-64-200598-5, 978-3-64-200599-2
Editors

Adali, Tülay, Jutten, Christian, Romano, João Marcos Travassos, Barros, Allan Kardec

Mendeley readers

The data shown below were compiled from readership statistics for 68 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Germany 2 3%
Czechia 1 1%
France 1 1%
Portugal 1 1%
United Kingdom 1 1%
Canada 1 1%
Denmark 1 1%
Unknown 60 88%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 14 21%
Student > Master 12 18%
Researcher 7 10%
Student > Doctoral Student 4 6%
Student > Bachelor 2 3%
Other 4 6%
Unknown 25 37%
Readers by discipline Count As %
Engineering 17 25%
Computer Science 13 19%
Physics and Astronomy 3 4%
Mathematics 3 4%
Neuroscience 2 3%
Other 4 6%
Unknown 26 38%

Attention Score in Context

This research output has an Altmetric Attention Score of 3. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 08 January 2019.
All research outputs
#4,558,376
of 14,790,904 outputs
Outputs from ADS
#6,690
of 27,545 outputs
Outputs of similar age
#106,107
of 276,577 outputs
Outputs of similar age from ADS
#39
of 214 outputs
Altmetric has tracked 14,790,904 research outputs across all sources so far. This one is in the 49th percentile – i.e., 49% of other outputs scored the same or lower than it.
So far Altmetric has tracked 27,545 research outputs from this source. They receive a mean Attention Score of 4.2. This one is in the 34th percentile – i.e., 34% of its peers scored the same or lower than it.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 276,577 tracked outputs that were published within six weeks on either side of this one in any source. This one has gotten more attention than average, scoring higher than 59% of its contemporaries.
We're also able to compare this research output to 214 others from the same source and published within six weeks on either side of this one. This one has done well, scoring higher than 76% of its contemporaries.