General Blind Source Separation Methods

This cluster encompasses various techniques for blind source separation that leverage statistical methods, primarily second-order statistics and independent component analysis. The research focuses on separating mixed signals into their original components without prior knowledge of the source signals.

Independent Component Analysis
Second-Order Statistics
Signal Separation
Statistical Techniques
Source Recovery
Data Processing

4,400 papers

Parent topic: Blind Source Separation Methods

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Papers Over Time

197019801990200020102020

Top Papers

A Blind Source Separation Technique Using Second-Order Statistics

1997 · 2,142 citations

Independent Component Analysis Using An Extended Infomax Algorithm For Mixed Subgaussian And Supergaussian Sources

1999 · 1,540 citations

A Sensor-Weighted Overlapping-Sphere Head Model And Exhaustive Head Model Comparison For MEG

1999 · 551 citations

A Deconvolution Approach For The Mapping Of Acoustic Sources (DAMAS) Determined From Phased Microphone Arrays

2006 · 550 citations

Infomax And Maximum Likelihood For Blind Source Separation

1997 · 487 citations

Blind Separation Of Mixture Of Independent Sources Through A Quasi-Maximum Likelihood Approach

1997 · 335 citations

Source Separation In Post-Nonlinear Mixtures

1999 · 303 citations

Comparison Of Different Methods For MP Detection: What Can We Learn From Them, And Why Asking The Right Question Before Measurements Matters?

2017 · 302 citations

Source Separation Using Higher Order Moments

0 · 277 citations

Approach And Applications Of Constrained ICA

2005 · 244 citations

Determined Blind Source Separation Unifying Independent Vector Analysis And Nonnegative Matrix Factorization

2016 · 235 citations

Multi-Speaker DOA Estimation Using Deep Convolutional Networks Trained With Noise Signals

2019 · 230 citations

Multichannel Eigenspace Beamforming In A Reverberant Noisy Environment With Multiple Interfering Speech Signals

2009 · 217 citations

The Automated Prediction Of Hearing Thresholds In Sleeping Subjects Using Auditory Steady-State Evoked Potentials

1995 · 197 citations

A Generalization Of Blind Source Separation Algorithms For Convolutive Mixtures Based On Second-Order Statistics

2005 · 196 citations

The Fundamental Limitation Of Frequency Domain Blind Source Separation For Convolutive Mixtures Of Speech

2003 · 184 citations

ICA And Me – A Subjective Review

2012 · 180 citations

Speaker And Session Variability In GMM-Based Speaker Verification

2007 · 172 citations

Blind Identification Of Underdetermined Mixtures By Simultaneous Matrix Diagonalization

2008 · 170 citations

Blind Source Separation Using Temporal Predictability

2001 · 167 citations