Independent component analysis

Known as: Independent components analysis, TICA, Component analysis 
In signal processing, independent component analysis (ICA) is a computational method for separating a multivariate signal into additive subcomponents… (More)
Wikipedia

Related topics

Related topics

47 relations
Artificial neuronBlind deconvolutionBlind equalizationBlind signal separation
(More)

Broader (1)

Signal processing

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
Highly Cited
2010
Highly Cited
2010
Handbook of Blind Source Separation: Independent Component Analysis and Applications
Give us 5 minutes and we will show you the best book to read today. This is it, the handbook of blind source separation… (More)
Is this relevant?
Highly Cited
2002
Highly Cited
2002
Kernel independent component analysis
We present a class of algorithms for Independent Component Analysis (ICA) which use contrast functions based on canonical… (More)
  • figure 1
  • figure 2
Is this relevant?
Highly Cited
2002
Highly Cited
2002
Face recognition by independent component analysis
A number of current face recognition algorithms use face representations found by unsupervised statistical methods. Typically… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 6
  • figure 4
Is this relevant?
Highly Cited
2001
Highly Cited
2001
Topographic Independent Component Analysis
In ordinary independent component analysis, the components are assumed to be completely independent, and they do not necessarily… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 5
Is this relevant?
Highly Cited
2000
Highly Cited
2000
Independent component analysis: algorithms and applications
A fundamental problem in neural network research, as well as in many other disciplines, is finding a suitable representation of… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 6
Is this relevant?
Highly Cited
1999
Highly Cited
1999
Fast and robust fixed-point algorithms for independent component analysis
Independent component analysis (ICA) is a statistical method for transforming an observed multidimensional random vector into… (More)
  • figure 1
  • figure 2
Is this relevant?
Highly Cited
1999
Highly Cited
1999
High-Order Contrasts for Independent Component Analysis
This article considers high-order measures of independence for the independent component analysis problem and discusses the class… (More)
Is this relevant?
Highly Cited
1998
Highly Cited
1998
Multidimensional independent component analysis
This discussion paper proposes to generalize the notion of I dependent Component Analysis (ICA) to the notion of Multidimensional… (More)
Is this relevant?
Highly Cited
1997
Highly Cited
1997
A Fast Fixed-Point Algorithm for Independent Component Analysis
We introduce a novel fast algorithm for independent component analysis, which can be used for blind source separation and feature… (More)
  • figure 4
  • table III
Is this relevant?
Highly Cited
1994
Highly Cited
1994
Independent component analysis, A new concept?
The independent component analysis (ICA) of a random vector consists of searching for a linear transformation that minimizes the… (More)
  • figure 1
  • figure 3
  • figure 2
  • figure 4
  • figure 5
Is this relevant?