Independent Component Analysis and Blind Signal Separation : 6th International Conference, ICA 2006, Charleston, SC, USA, March 5-8, 2006, Proceedings

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Format: Paperback
Pub. Date: 2006-04-15
Publisher(s): Springer-Verlag New York Inc
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Summary

This book constitutes the refereed proceedings of the 6th International Conference on Independent Component Analysis and Blind Source Separation, ICA 2006, held in Charleston, SC, USA, in March 2006. The 120 revised papers presented were carefully reviewed and selected from 183 submissions. The papers are organized in topical sections on algorithms and architectures, applications, medical applications, speech and signal processing, theory, and visual and sensory processing.

Table of Contents

Algorithms and Architectures
Simple LU and QR Based Non-orthogonal Matrix Joint Diagonalization
1(7)
Bijan Afsari
Separation of Nonlinear Image Mixtures by Denoising Source Separation
8(8)
Mariana S.C. Almeida
Harri Valpola
Jaakko Sarela
Second-Order Separation of Multidimensional Sources with Constrained Mixing System
16(8)
Jorn Anemuller
Fast Kernel Density Independent Component Analysis
24(8)
Aiyou Chen
Csiszar's Divergences for Non-negative Matrix Factorization: Family of New Algorithms
32(8)
Andrzej Cichocki
Rafal Zdunek
Shun-ichi Amari
Second-Order Blind Identification of Underdetermined Mixtures
40(8)
Lieven De Lathauwer
Josephine Castaing
Differential Fast Fixed-Point BSS for Underdetermined Linear Instantaneous Mixtures
48(9)
Yannick Deville
Johanna Chappuis
Shahram Hosseini
Johan Thomas
Equivariant Algorithms for Estimating the Strong-Uncorrelating Transform in Complex Independent Component Analysis
57(9)
Scott C. Douglas
Jan Eriksson
Visa Koivunen
Blind Source Separation of Post-nonlinear Mixtures Using Evolutionary Computation and Order Statistics
66(8)
Leonardo Tomazeli Duarte
Ricardo Suyama
Romis Ribeiro de Faissol Attux
Fernando Jose Von Zuben
Joao Marcos Travassos Romano
Model Structure Selection in Convolutive Mixtures
74(8)
Mads Dyrholm
Scott Makeig
Lars Kai Hansen
Estimating the Information Potential with the Fast Gauss Transform
82(8)
Seungju Han
Sudhir Rao
Jose Principe
K-EVD Clustering and Its Applications to Sparse Component Analysis
90(8)
Zhaoshui He
Andrzej Cichocki
An EM Method for Spatio-temporal Blind Source Separation Using an AR-MOG Source Model
98(8)
Kenneth E. Hild II
Hagai T. Attias
Srikantan S. Nagarajan
Markovian Blind Image Separation
106(9)
Shahram Hosseini
Rima Guidara
Yannick Deville
Christian Jutten
New Permutation Algorithms for Causal Discovery Using ICA
115(8)
Patrik O. Hoyer
Shohei Shimizu
Aapo Hyvarinen
Yutaka Kano
Antti J. Kerminen
Eigenvector Algorithms with Reference Signals for Frequency Domain BSS
123(9)
Masanori Ito
Mitsuru Kawamoto
Noboru Ohnishi
Yujiro Inouye
Sparse Coding for Convolutive Blind Audio Source Separation
132(8)
Maria G. Jafari
Samer A. Abdallah
Mark D. Plumbley
Mike E. Davies
ICA-Based Binary Feature Construction
140(9)
Ata Kaban
Ella Bingham
A Novel Dimension Reduction Procedure for Searching Non-Gaussian Subspaces
149(8)
Motoaki Kawanabe
Gilles Blanchard
Masashi Sugiyama
Vladimir Spokoiny
Klaus-Robert Muller
Estimating Non-Gaussian Subspaces by Characteristic Functions
157(8)
Motoaki Kawanabe
Fabian J. Theis
Independent Vector Analysis: An Extension of ICA to Multivariate Components
165(8)
Taesu Kim
Torbjorn Eltoft
Te-Won Lee
A One-Bit-Matching Learning Algorithm for Independent Component Analysis
173(8)
Jinwen Ma
Dengpan Gao
Fei Ge
Shun-ichi Amari
Blind Separation of Underwater Acoustic Signals
181(8)
Ali Mansour
Nabih Benchekroun
Cedric Gervaise
Partitioned Factor Analysis for Interference Suppression and Source Extraction
189(9)
Srikantan S. Nagarajan
Hagai T. Attias
Kensuke Sekihara
Kenneth E. Hild II
Recursive Generalized Eigendecomposition for Independent Component Analysis
198(8)
Umut Ozertem
Deniz Erdogmus
Tian Lan
Recovery of Sparse Representations by Polytope Faces Pursuit
206(8)
Mark D. Plumbley
ICA Based Semi-supervised Learning Algorithm for BCI Systems
214(8)
Jianzhao Qin
Yuanqing Li
Qijin Liu
State Inference in Variational Bayesian Nonlinear State-Space Models
222(8)
Tapani Raiko
Matti Tornio
Antti Honkela
Juha Karhunen
Quadratic MIMO Contrast Functions for Blind Source Separation in a Convolutive Context
230(8)
Saloua Rhioui
Marc Castella
Eric Moreau
A Canonical Genetic Algorithm for Blind Inversion of Linear Channels
238(8)
Fernando Rojas
Jordi Sole-Casals
Enric Monte-Moreno
Carlos G. Puntonet
Alberto Prieto
Efficient Separation of Convolutive Image Mixtures
246(8)
Sarit Shwartz
Yoav Y. Schechner
Michael Zibulevsky
Sparse Nonnegative Matrix Factorization Applied to Microarray Data Sets
254(8)
Kurt Stadlthanner
Fabian J. Theis
Elmar W. Lang
Ana Maria Tome
Carlos G. Puntonet
Pedro Gomez Vilda
Thomas Langmann
Gerd Schmitz
Minimum Support ICA Using Order Statistics. Part I: Quasi-range Based Support Estimation
262(8)
Frederic Vrins
Michel Verleysen
Minimum Support ICA Using Order Statistics. Part II: Performance Analysis
270(8)
Frederic Vrins
Michel Verleysen
Separation of Periodically Time-Varying Mixtures Using Second-Order Statistics
278(8)
Tzahi Weisman
Arie Yeredor
An Independent Component Ordering and Selection Procedure Based on the MSE Criterion
286(9)
Edmond HaoCun Wu
Philip L.H. Yu
W.K. Li
Riemannian Optimization Method on the Flag Manifold for Independent Subspace Analysis
295(8)
Yasunori Nishimori
Shotaro Akaho
Mark D. Plumbley
A Two-Stage Based Approach for Extracting Periodic Signals
303(8)
Zhi-Lin Zhang
Liqing Zhang
ICA by PCA Approach: Relating Higher-Order Statistics to Second-Order Moments
311(8)
Kun Zhang
Lai-Wan Chan
Applications
Separability of Convolutive Mixtures: Application to the Separation of Combustion Noise and Piston-Slap in Diesel Engine
319(8)
Moussa Akil
Christine Serviere
Blind Signal Separation on Real Data: Tracking and Implementation
327(8)
Paul Baxter
Geoff Spence
John McWhirter
Compression of Multicomponent Satellite Images Using Independent Components Analysis
335(8)
Isidore Paul Akam Bita
Michel Barret
Dinh-Tuan Antoine Pham
Fixed-Point Complex ICA Algorithms for the Blind Separation of Sources Using Their Real or Imaginary Components
343(9)
Scott C. Douglas
Jan Eriksson
Visa Koivunen
Blind Estimation of Row Relative Degree Via Constrained Mutual Information Minimization
352(8)
Jani Even
Kenji Sugimoto
Undoing the Affine Transformation Using Blind Source Separation
360(8)
Nazli Guney
Aysin Ertuzun
Source Separation of Astrophysical Ice Mixtures
368(8)
Jorge Igual
Raul Llinares
Addisson Salazar
Improvement on Multivariate Statistical Process Monitoring Using Multi-scale ICA
376(8)
Fei Liu
Chang-Ying Wu
Global Noise Elimination from ELF Band Electromagnetic Signals by Independent Component Analysis
384(8)
Motoaki Mouri
Arao Funase
Andrzej Cichocki
Ichi Takumi
Hiroshi Yasukawa
Masayasu Hata
Blues from Music: BLind Underdetermined Extraction of Sources from Music
392(8)
Michael Syskind Pedersen
Tue Lehn-Schioler
Jan Larsen
On the Performance of a HOS-Based ICA Algorithm in BSS of Acoustic Emission Signals
400(6)
Carlos G. Puntonet
Juan-Jose Gonzalez de-la-Rosa
Isidro Lloret
Juan-Manuel Gorriz
Two Applications of Independent Component Analysis for Non-destructive Evaluation by Ultrasounds
406(8)
Addisson Salazar
Jorge Gosalbez
Jorge Igual
Raul Llinares
Luis Vergara
Blind Spatial Multiplexing Using Order Statistics for Time-Varying Channels
414(8)
Santiago Sazo
Yolanda Blanco-Archilla
Lino Garcia
Semi-blind Equalization of Wireless MIMO Frequency Selective Communication Channels
422(8)
Oomke Weikert
Christian Klunder
Udo Zolzer
Medical Applications
Comparison of BSS Methods for the Detection of α-Activity Components in EEG
430(8)
Sergey Borisov
Alexander Ilin
Ricardo Vigario
Erkki Oja
Analysis on EEG Signals in Visually and Auditorily Guided Saccade Task by FICAR
438(8)
Arao Funase
Yagi Tohru
Motoaki Mouri
Allan K. Barros
Andrzej Cichocki
Ichi Takumi
Cogito Componentiter Ergo Sum
446(8)
Lars Kai Hansen
Ling Feng
Kernel Independent Component Analysis for Gene Expression Data Clustering
454(8)
Xin Jin
Anbang Xu
Rongfang Bie
Ping Guo
Topographic Independent Component Analysis of Gene Expression Time Series Data
462(8)
Sookjeong Kim
Seungjin Choi
Blind Source Separation of Cardiac Murmurs from Heart Recordings
470(8)
Astrid Pietila
Milad El-Segaier
Ricardo Vigario
Erkki Pesonen
Derivation of Atrial Surface Reentries Applying ICA to the Standard Electrocardiogram of Patients in Postoperative Atrial Fibrillation
478(8)
Jose Joaquin Rieta
Fernando Hornero
Cesar Sanchez
Carlos Vaya
David Moratal-Perez
Juan Manuel Sanchis
Wavelet Denoising as Preprocessing Stage to Improve ICA Performance in Atrial Fibrillation Analysis
486(9)
Cesar Sanchez
Jose Joaquin Rieta
Carlos Vaya
David Moratal-Perez
Roberto Zangroniz
Jose Millet
Performance Study of Convolutive BSS Algorithms Applied to the Electrocardiogram of Atrial Fibrillation
495(8)
Carlos Vaya
Jose Joaquin Rieta
Cesar Sanchez
David Moratal
Brains and Phantoms: An ICA Study of fMRI
503(8)
Jarkko Ylipaavalniemi
Seppo Mattila
Antti Tarkiainen
Ricardo Vigario
Comparison of ICA Algorithms for the Isolation of Biological Artifacts in Magnetoencephalography
511(8)
Heriberto Zavala-Fernandez
Tilmann H. Sander
Martin Burghoff
Reinhold Orglmeister
Lutz Trahms
Automatic De-noising of Doppler Ultrasound Signals Using Matching Pursuit Method
519(8)
Yufeng Zhang
Le Wang
Yali Gao
Jianhua Chen
Xinling Shi
Speech and Signal Processing
A Novel Normalization and Regularization Scheme for Broadband Convolutive Blind Source Separation
527(9)
Robert Aichner
Herbert Buchner
Walter Kellermann
A Robust Method to Count and Locate Audio Sources in a Stereophonic Linear Instantaneous Mixture
536(8)
Simon Arberet
Remi Gribonval
Frederic Bimbot
Convolutive Demixing with Sparse Discrete Prior Models for Markov Sources
544(8)
Radu Balan
Justinian Rosca
Independent Component Analysis for Speech Enhancement with Missing TF Content
552(9)
Doru-Cristian Balcan
Justinian Rosca
Harmonic Source Separation Using Prestored Spectra
561(8)
Mert Bay
James W. Beauchamp
Underdetermined Convoluted Source Reconstruction Using LP and SOCP, and a Neural Approximator of the Optimizer
569(8)
Pau Bofill
Enric Monte
Utilization of Blind Source Separation Algorithms for MIMO Linear Precoding
577(8)
Paula Maria Castro
Hector J. Perez-Iglesias
Adriana Dapena
Luis Castedo
Speech Enhancement Based on the Response Features of Facilitated EI Neurons
585(8)
Andre B. Cavalcante
Danilo P. Mandic
Tomasz M. Rutkowski
Allan Kardec Barros
Blind Separation of Sparse Sources Using Jeffrey's Inverse Prior and the EM Algorithm
593(8)
Cedric Fevotte
Simon J. Godsill
Solution of Permutation Problem in Frequency Domain ICA, Using Multivariate Probability Density Functions
601(8)
Atsuo Hiroe
ICA-Based Speech Features in the Frequency Domain
609(8)
Wlodzimierz Kasprzak
Adam F. Okazaki
Adam B. Kowalski
Monaural Music Source Separation: Nonnegativity, Sparseness, and Shift-Invariance
617(8)
Minje Kim
Seungjin Choi
Complex FastIVA: A Robust Maximum Likelihood Approach of MICA for Convolutive BSS
625(8)
Intae Lee
Taesu Kim
Te-Won Lee
Under-Determined Source Separation: Comparison of Two Approaches Based on Sparse Decompositions
633(8)
Sylvain Lesage
Sacha Krstulovic
Remi Gribonval
Separation of Mixed Audio Signals by Source Localization and Binary Masking with Hilbert Spectrum
641(8)
Md. Khademul Islam Molla
Keikichi Hirose
Nabuaki Minematsu
ICA and Binary-Mask-Based Blind Source Separation with Small Directional Microphones
649(9)
Yoshimitsu Mori
Hiroshi Saruwatari
Tomoya Takatani
Kiyohiro Shikano
Takashi Hiekata
Takashi Morita
Blind Deconvolution with Sparse Priors on the Deconvolution Filters
658(8)
Hyung-Min Park
Jong-Hwan Lee
Sang-Hoon Oh
Soo-Young Lee
Estimating the Spatial Position of Spectral Components in Audio
666(8)
R. Mitchell Parry
Irfan Essa
Separating Underdetermined Convolutive Speech Mixtures
674(8)
Michael Syskind Pedersen
DeLiang Wang
Jan Larsen
Ulrik Kjems
Two Time-Frequency Ratio-Based Blind Source Separation Methods for Time-Delayed Mixtures
682(9)
Matthieu Puigt
Yannick Deville
On Calculating the Inverse of Separation Matrix in Frequency-Domain Blind Source Separation
691(9)
Hiroshi Sawada
Shoko Araki
Ryo Mukai
Shoji Makino
Nonnegative Matrix Factor 2-D Deconvolution for Blind Single Channel Source Separation
700(8)
Mikkel N. Schmidt
Morten Morup
Speech Enhancement in Short-Wave Channel Based on ICA in Empirical, Mode Decomposition Domain
708(6)
Li-Ran Shen
Xue-Yao Li
Qing-Bo Yin
Hui-Qiang Wang
Robust Preprocessing of Gene Expression Microarrays for Independent Component Analysis
714(8)
Pedro Gomez Vilda
Francisco Diaz
Rafael Martinez
Raul Malutan
Victoria Rodellar
Carlos G. Puntonet
Single-Channel Mixture Decomposition Using Bayesian Harmonic Models
722(9)
Emmanuel Vincent
Mark D. Plumbley
Enhancement of Source Independence for Blind Source Separation
731(8)
Kun Zhang
Lai-Wan Chan
Speech Enhancement Using ICA with EMD-Based Reference
739(8)
Yongrui Zheng
Qiuhua Lin
Fuliang Yin
Hualou Liang
Theory
Zero-Entropy Minimization for Blind Extraction of Bounded Sources (BEBS)
747(8)
Frederic Vrins
Deniz Erdogmus
Christian Jutten
Michel Verleysen
On the Identifiability Testing in Blind Source Separation Using Resampling Technique
755(10)
Abdeldjalil Aissa-El-Bey
Karim Aoed-Meraim
Yves Grenier
On a Sparse Component Analysis Approach to Blind Source Separation
765(8)
Chunqi Chang
Peter C. W. Fung
Yeung Sam Hung
Post-nonlinear Underdetermined ICA by Bayesian Statistics
773(8)
Chen Wei
Li Chin Khor
Wai Lok Woo
Satnam Singh Dlay
Relationships Between the FastICA Algorithm and the Rayleigh Quotient Iteration
781(9)
Scott C. Douglas
Average Convergence Behavior of the FastICA Algorithm for Blind Source Separation
790(9)
Scott C. Douglas
Zhijian Yuan
Erkki Oja
Multivariate Scale Mixture of Gaussians Modeling
799(8)
Torbjorn Eltoft
Taesu Kim
Te-Won Lee
Sparse Deflations in Blind Signal Separation
807(8)
Pando Georgiev
Danielle Nuzillard
Anca Ralescu
Global Analysis of Log Likelihood Criterion
815(8)
Gen Hori
A Comparison of Linear ICA and Local Linear ICA for Mutual Information Based Feature Ranking
823(8)
Tian Lan
Yonghong Huang
Deniz Erdogmus
Analysis of Source Sparsity and Recoverability for SCA Based Blind Source Separation
831(7)
Yuanqing Li
Andrzej Cichocki
Shun-ichi Amari
Cuntai Guan
Analysis of Feasible Solutions of the ICA Problem Under the One-Bit-Matching Condition
838(8)
Jinwen Ma
Zhe Chen
Shun-ichi Amari
Kernel Principal Components Are Maximum Entropy Projections
846(8)
Antonio R. C. Paiva
Jian-Wu Xu
Jose C. Principe
Super-Gaussian Mixture Source Model for ICA
854(8)
Jason A. Palmer
Kenneth Kreutz-Delgado
Scott Makeig
Instantaneous MISO Separation of BPSK Sources
862(6)
Maciej Pedzisz
Ali Mansour
Blind Partial Separation of Instantaneous Mixtures of Sources
868(8)
Dinh-Tuan Antoine Pham
Contrast Functions for Blind Source Separation Based on Time-Frequency Information-Theory
876(9)
Mohamed Sahmoudi
Moeness G. Amin
K. Abed-Meraim
A. Belouchrani
Information Theoretic Nonstationary Source Separation
885(8)
Zeyong Shan
Selin Aviyente
Local Convergence Analysis of FastICA
893(8)
Hao Shen
Knut Huper
Testing Significance of Mixing and Demixing Coefficients in ICA
901(8)
Shohei Shimizu
Aapo Hyvarinen
Yutaka Kano
Patrik O. Hoyer
Antti J. Kerminen
Cross-Entropy Optimization for Independent Process Analysis
909(8)
Zoltan Szabo
Barnabas Poczos
Andras Lorincz
Uniqueness of Non-Gaussian Subspace Analysis
917(9)
Fabian J. Theis
Motoaki Kawanabe
A Maximum Likelihood Approach to Nonlinear Convolutive Blind Source Separation
926(8)
Jingyi Zhang
Li Chin Khor
Wai Lok Woo
Satnam Singh Dlay
Visual and Sensory Processing
On Separation of Semitransparent Dynamic Images from Static Background
934(7)
Alexander M. Bronstein
Michael M. Bronstein
Michael Zibulevsky
Facial Expression Recognition by ICA with Selective Prior
941(9)
Fan Chen
Kazunori Kotani
An Easily Computable Eight Times Overcomplete ICA Method for Image Data
950(8)
Mika Inki
The InfoMin Principle for ICA and Topographic Mappings
958(8)
Yoshitatsu Matsuda
Kazunori Yamaguchi
Non-negative Matrix Factorization Approach to Blind Image Deconvolution
966(9)
Ivica Koprica
Danielle Nuzillard
Keyword Index 975(2)
Author Index 977

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