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Joint Blind Source Separation With Multivariate Gaussian Model: Algorithms and Performance Analysis

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Independent Vector Analysis: An Extension of ICA to Multivariate Components
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Nonlinear Programming
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Second and Higher-Order Correlation Analysis of Multiple Multidimensional Variables by Joint Diagonalization
inferredcites →https://doi.org/10.1007/978-3-642-15995-4_44openalex-snapshot
Nonorthogonal Independent Vector Analysis Using Multivariate Gaussian Model
inferredcites →https://doi.org/10.1007/b105056openalex-snapshot
The Schur Complement and Its Applications
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Independent component analysis, A new concept?
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Independent vector analysis (IVA): Multivariate approach for fMRI group study
inferredcites →https://doi.org/10.1016/j.sigpro.2011.04.016openalex-snapshot
Joint blind source separation by generalized joint diagonalization of cumulant matrices
inferredcites →https://doi.org/10.1016/s0898-1221(96)90463-0openalex-snapshot
Advances in neural information processing systems 7
inferredcites →https://doi.org/10.1017/cbo9780511810817openalex-snapshot
Matrix Analysis
inferredcites →https://doi.org/10.1017/cbo9780511840371openalex-snapshot
Topics in Matrix Analysis
inferredcites →https://doi.org/10.1093/biomet/28.3-4.321openalex-snapshot
RELATIONS BETWEEN TWO SETS OF VARIATES
inferredcites →https://doi.org/10.1093/biomet/58.3.433openalex-snapshot
Canonical Analysis of Several Sets of Variables
inferredcites →https://doi.org/10.1093/oso/9780198507345.003.0005openalex-snapshot
Audio Source Separation
inferredcites →https://doi.org/10.1109/icassp.2010.5496014openalex-snapshot
On the robustness of the multidimensional state coherence transform for solving the permutation problem of frequency-domain ICA
inferredcites →https://doi.org/10.1109/lsp.2006.870353openalex-snapshot
On the multivariate Laplace distribution
inferredcites →https://doi.org/10.1109/msp.2010.936725openalex-snapshot
Canonical Correlation Analysis for Data Fusion and Group Inferences
inferredcites →https://doi.org/10.1109/tasl.2006.872618openalex-snapshot
Blind Source Separation Exploiting Higher-Order Frequency Dependencies
inferredcites →https://doi.org/10.1109/tcsi.2010.2046207openalex-snapshot
Complex Independent Component Analysis by Entropy Bound Minimization
inferredcites →https://doi.org/10.1109/tsp.2006.870561openalex-snapshot
Performance analysis of the FastICA algorithm and Crame/spl acute/r-rao bounds for linear independent component analysis
inferredcites →https://doi.org/10.1109/tsp.2006.889983openalex-snapshot
Nonorthogonal Joint Diagonalization Free of Degenerate Solution
inferredcites →https://doi.org/10.1109/tsp.2007.910484openalex-snapshot
Compact CramÉr–Rao Bound Expression for Independent Component Analysis
inferredcites →https://doi.org/10.1109/tsp.2009.2021636openalex-snapshot
Joint Blind Source Separation by Multiset Canonical Correlation Analysis
inferredcites →https://doi.org/10.1109/tsp.2010.2053362openalex-snapshot
Blind Separation of Gaussian Sources With General Covariance Structures: Bounds and Optimal Estimation
inferredcites →https://doi.org/10.1109/tsp.2010.2055859openalex-snapshot
Independent Component Analysis by Entropy Bound Minimization
inferredcites →https://doi.org/10.1184/r1/6475814openalex-snapshot
Integrating Multiple-Study Multiple-Subject fMRI Datasets Using Canonical Correlation Analysis
inferredcites →https://doi.org/10.2307/2333955openalex-snapshot
Relations Between Two Sets of Variates

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Single-Image Superresolution for RGB Remote Sensing Imagery via Multiscale CNN-Transformer Feature Fusion
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Cloud Removal Method for Remote Sensing Images Based on SAR-Guided Conditional Diffusion Model and Style Adaptation
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Adaptive Constrained Independent Vector Analysis: An Effective Solution for Analysis of Large-Scale Medical Imaging Data
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Reweighted Algorithms for Independent Vector Analysis
inferred← citeshttps://doi.org/10.1109/mlsp.2011.6064618openalex-snapshot
IVA for multi-subject FMRI analysis: A comparative study using a new simulation toolbox
inferred← citeshttps://doi.org/10.1109/mlsp55844.2023.10285970openalex-snapshot
Independent Vector Analysis with Sparse Inverse Covariance Estimation: An Application to Misinformation Detection
inferred← citeshttps://doi.org/10.1109/msp.2014.2300511openalex-snapshot
Diversity in Independent Component and Vector Analyses: Identifiability, algorithms, and applications in medical imaging
inferred← citeshttps://doi.org/10.1109/msp.2016.2521870openalex-snapshot
Joint Blind Source Separation for Neurophysiological Data Analysis: Multiset and multimodal methods
inferred← citeshttps://doi.org/10.1109/prni.2014.6858520openalex-snapshot
A study of spatial variation in fMRI brain networks via independent vector analysis: Application to schizophrenia
inferred← citeshttps://doi.org/10.1109/prni.2016.7552351openalex-snapshot
Independent vector analysis for capturing common components in fMRI group analysis
inferred← citeshttps://doi.org/10.1109/rbme.2012.2211076openalex-snapshot
Multisubject Independent Component Analysis of fMRI: A Decade of Intrinsic Networks, Default Mode, and Neurodiagnostic Discovery
inferred← citeshttps://doi.org/10.1109/sam.2016.7569736openalex-snapshot
Joint analysis of multiple datasets by cross-cumulant tensor (block) diagonalization
inferred← citeshttps://doi.org/10.1109/sam48682.2020.9104224openalex-snapshot
Enhanced Online IVA with Switched Source Prior for Speech Separation
inferred← citeshttps://doi.org/10.1109/ssp64130.2025.11073492openalex-snapshot
Deep Unrolled Architecture for Fast and Accurate Gaussian Independent Vector Analysis
inferred← citeshttps://doi.org/10.1109/tase.2019.2948101openalex-snapshot
Handling Incomplete Sensor Measurements in Fault Detection and Diagnosis for Building HVAC Systems
inferred← citeshttps://doi.org/10.1109/taslp.2020.3015027openalex-snapshot
A Blind Source Separation Framework for Ego-Noise Reduction on Multi-Rotor Drones
inferred← citeshttps://doi.org/10.1109/tbme.2014.2319294openalex-snapshot
An EEMD-IVA Framework for Concurrent Multidimensional EEG and Unidimensional Kinematic Data Analysis
inferred← citeshttps://doi.org/10.1109/tbme.2015.2403298openalex-snapshot
Independent Vector Analysis for Gradient Artifact Removal in Concurrent EEG-fMRI Data
inferred← citeshttps://doi.org/10.1109/tbme.2024.3432273openalex-snapshot
Constrained Independent Vector Analysis With Reference for Multi-Subject fMRI Analysis
inferred← citeshttps://doi.org/10.1109/tetci.2024.3500023openalex-snapshot
Adaptive Constrained IVAMGGMM: Application to Mental Disorders Detection
inferred← citeshttps://doi.org/10.1109/tim.2016.2608479openalex-snapshot
Independent Vector Analysis Applied to Remove Muscle Artifacts in EEG Data
inferred← citeshttps://doi.org/10.1109/tim.2019.2920186openalex-snapshot
ReMAE: User-Friendly Toolbox for Removing Muscle Artifacts From EEG
inferred← citeshttps://doi.org/10.1109/tim.2021.3071217openalex-snapshot
A State-Dependent IVA Model for Muscle Artifacts Removal From EEG Recordings
inferred← citeshttps://doi.org/10.1109/tip.2020.3028452openalex-snapshot
Multidataset Independent Subspace Analysis With Application to Multimodal Fusion
inferred← citeshttps://doi.org/10.1109/tip.2025.3597045openalex-snapshot
Confound Controlled Multimodal Neuroimaging Data Fusion and Its Application to Developmental Disorders
inferred← citeshttps://doi.org/10.1109/tmi.2019.2893651openalex-snapshot
Extraction of Time-Varying Spatiotemporal Networks Using Parameter-Tuned Constrained IVA
inferred← citeshttps://doi.org/10.1109/tmi.2021.3122226openalex-snapshot
Low-Rank Tucker-2 Model for Multi-Subject fMRI Data Decomposition With Spatial Sparsity Constraint
inferred← citeshttps://doi.org/10.1109/tnnls.2013.2242090openalex-snapshot
Nonstationary Source Separation Using Sequential and Variational Bayesian Learning
inferred← citeshttps://doi.org/10.1109/tnsre.2020.2987709openalex-snapshot
High-Density Surface EMG Denoising Using Independent Vector Analysis
inferred← citeshttps://doi.org/10.1109/tsp.2013.2286113openalex-snapshot
Noncircular Complex ICA by Generalized Householder Reflections
inferred← citeshttps://doi.org/10.1109/tsp.2014.2333554openalex-snapshot
Independent Vector Analysis: Identification Conditions and Performance Bounds
inferred← citeshttps://doi.org/10.1109/tsp.2015.2391074openalex-snapshot
Generalized Non-Orthogonal Joint Diagonalization With LU Decomposition and Successive Rotations
inferred← citeshttps://doi.org/10.1109/tsp.2016.2526960openalex-snapshot
Joint Independent Subspace Analysis Using Second-Order Statistics
inferred← citeshttps://doi.org/10.1109/tsp.2017.2750107openalex-snapshot
The Extended “Sequentially Drilled” Joint Congruence Transformation and Its Application in Gaussian Independent Vector Analysis
inferred← citeshttps://doi.org/10.1109/tsp.2018.2830317openalex-snapshot
Double Coupled Canonical Polyadic Decomposition for Joint Blind Source Separation
inferred← citeshttps://doi.org/10.1109/tsp.2018.2863656openalex-snapshot
Performance Analysis of the Gaussian Quasi-Maximum Likelihood Approach for Independent Vector Analysis
inferred← citeshttps://doi.org/10.1109/tsp.2020.3022827openalex-snapshot
Cramér–Rao Bounds for Complex-Valued Independent Component Extraction: Determined and Piecewise Determined Mixing Models
inferred← citeshttps://doi.org/10.1109/tsp.2021.3076884openalex-snapshot
Block Coordinate Descent Algorithms for Auxiliary-Function-Based Independent Vector Extraction
inferred← citeshttps://doi.org/10.1109/tsp.2023.3255552openalex-snapshot
A Unifying View on Blind Source Separation of Convolutive Mixtures Based on Independent Component Analysis
inferred← citeshttps://doi.org/10.1109/tsp.2024.3375629openalex-snapshot
Geometrically-Regularized Fast Independent Vector Extraction by Pure Majorization-Minimization
inferred← citeshttps://doi.org/10.1109/tsp.2024.3394655openalex-snapshot
An Efficient Analytic Solution for Joint Blind Source Separation
inferred← citeshttps://doi.org/10.1109/tsp.2024.3407162openalex-snapshot
Double Nonstationarity: Blind Extraction of Independent Nonstationary Vector/Component from Nonstationary Mixtures—Performance Analysis
inferred← citeshttps://doi.org/10.1109/tsp.2024.3517323openalex-snapshot
Large-Scale Independent Vector Analysis (IVA-G) via Coresets
inferred← citeshttps://doi.org/10.1109/tsp.2025.3620539openalex-snapshot
An Effective Iterative Solution for Independent Vector Analysis With Convergence Guarantees
inferred← citeshttps://doi.org/10.1109/tsp.2025.3623874openalex-snapshot
A Comprehensive Guide to Multiset Canonical Correlation Analysis and Its Application to Joint Blind Source Separation
inferred← citeshttps://doi.org/10.1117/12.2235353openalex-snapshot
Role of diversity in ICA and IVA: theory and applications
inferred← citeshttps://doi.org/10.1155/2018/9868725openalex-snapshot
Decoupled Independent Vector Analysis Algorithm for Convolutive Blind Source Separation without Orthogonality Constraint on the Demixing Matrices
inferred← citeshttps://doi.org/10.1155/2021/9995871openalex-snapshot
Noncontact Heart Rate Measurement Using a Webcam, Based on Joint Blind Source Separation and a Skin Reflection Model: For a Wide Range of Imaging Conditions
inferred← citeshttps://doi.org/10.1155/ijbi/2064944openalex-snapshot
A Flexible Constrained ICA Approach for Multisubject fMRI Analysis
inferred← citeshttps://doi.org/10.1177/1077546314539370openalex-snapshot
Noise source identification and localization of mechanical systems based on an enhanced independent component analysis
inferred← citeshttps://doi.org/10.1186/1687-6180-2012-241openalex-snapshot
Non-unitary matrix joint diagonalization for complex independent vector analysis
inferred← citeshttps://doi.org/10.1186/1687-6180-2013-74openalex-snapshot
Independent vector analysis using subband and subspace nonlinearity
inferred← citeshttps://doi.org/10.1186/s13636-021-00231-6openalex-snapshot
Auxiliary function-based algorithm for blind extraction of a moving speaker
inferred← citeshttps://doi.org/10.1186/s40478-020-01098-yopenalex-snapshot
A roadmap of brain recovery in a mouse model of concussion: insights from neuroimaging
inferred← citeshttps://doi.org/10.1214/25-ss154openalex-snapshot
Independent vector analysis – an introduction for statisticians
inferred← citeshttps://doi.org/10.1242/jeb.246464openalex-snapshot
Non-invasive methods for heart rate measurement in fish based on photoplethysmography
inferred← citeshttps://doi.org/10.14288/1.0166350openalex-snapshot
Video-based cardiac physiological measurements using joint blind source separation approaches
inferred← citeshttps://doi.org/10.22541/au.171386376.60613225/v1openalex-snapshot
Capturing Individual Variability in Spatial and Temporal Properties of Resting-State fMRI: A Comparison of Data-Driven Methods
inferred← citeshttps://doi.org/10.23919/eusipco58844.2023.10289953openalex-snapshot
A Novel Approach for Transfer Learning Motor Imagery Classification Based on IVA
inferred← citeshttps://doi.org/10.3174/ajnr.a5527openalex-snapshot
Resting-State Functional MRI: Everything That Nonexperts Have Always Wanted to Know
inferred← citeshttps://doi.org/10.32614/cran.package.ivabssopenalex-snapshot
ivaBSS: Tools for Independent Vector Analysis
inferred← citeshttps://doi.org/10.3389/fnins.2017.00267openalex-snapshot
Comparison of IVA and GIG-ICA in Brain Functional Network Estimation Using fMRI Data
inferred← citeshttps://doi.org/10.3389/fnins.2018.00525openalex-snapshot
Classification and Prediction of Brain Disorders Using Functional Connectivity: Promising but Challenging
inferred← citeshttps://doi.org/10.3389/fnins.2019.01006openalex-snapshot
Spatial Dynamic Functional Connectivity Analysis Identifies Distinctive Biomarkers in Schizophrenia
inferred← citeshttps://doi.org/10.3389/fnins.2022.861402openalex-snapshot
Tracing Evolving Networks Using Tensor Factorizations vs. ICA-Based Approaches
inferred← citeshttps://doi.org/10.3389/fnins.2022.912075openalex-snapshot
Assessing Neurokinematic and Neuromuscular Connectivity During Walking Using Mobile Brain-Body Imaging
inferred← citeshttps://doi.org/10.3389/fnins.2023.1252732openalex-snapshot
Comparative analysis of group information-guided independent component analysis and independent vector analysis for assessing brain functional network characteristics in autism spectrum disorder
inferred← citeshttps://doi.org/10.3390/a14060165openalex-snapshot
An Efficient Convolutional Blind Source Separation Algorithm for Speech Signals under Chaotic Masking
inferred← citeshttps://doi.org/10.3390/acoustics1010009openalex-snapshot
An Expectation–Maximization-Based IVA Algorithm for Speech Source Separation Using Student’s t Mixture Model Based Source Priors
inferred← citeshttps://doi.org/10.3390/ai4030032openalex-snapshot
Evaluating Deep Learning Techniques for Blind Image Super-Resolution within a High-Scale Multi-Domain Perspective
inferred← citeshttps://doi.org/10.3390/app11188382openalex-snapshot
Consecutive Independence and Correlation Transform for Multimodal Data Fusion: Discovery of One-to-Many Associations in Structural and Functional Imaging Data
inferred← citeshttps://doi.org/10.3390/app9204349openalex-snapshot
Video-Based Contactless Heart-Rate Detection and Counting via Joint Blind Source Separation with Adaptive Noise Canceller
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