Exact(3)
Approaches like ICA are quite often linear, and can thus be quite readily interpreted, and the most widely-used ICA approaches optimize for both independent and sparsity measures with considerable success [ 63].
2. Estimate the mixing matrix A. Several approaches are presented for this step, such as natural gradient ICA approaches, and clustering techniques with variants of k-means algorithm [18, 187].
The group ICA approaches have been used to obtain multivariate patterns for metabolic networks (Toussaint et al., 2012; Yakushev et al., 2013).
Similar(57)
This paper introduces a novel independent component analysis (ICA) approach to the separation of nonlinear convolutive mixtures.
To confirm our two study predictions and to compliment the exploratory ICA approach, specific pairwise CCAs for key regions of the 'paralimbic' and 'default mode' RSNs were performed.
We evaluate whether the ALFF abnormalities in aMCI have similar distribution pattern as independent component analysis (ICA) approach [ 21].
An improvement in the ICA by implementing an attraction and repulsion concept during the search for better solutions, the AR-ICA approach, is proposed in this paper.
In this Section, we discuss the characteristics of the proposed algorithms, emphasizing the advantages and drawbacks, and their relationships with the solutions based on the cancellation of the QRST complexes and BSS-ICA approach, represented by the STC and ST-BSS methods, respectively.
It is shown that ICA ANN approach to super-resolution based on information maximization principle could be seen as a part of the general approach called space-bandwidth product adaptation method.
However, conventional ICA-based approaches cannot be used for underdetermined cases, where the number of sensors is less than the number of sources, and sparseness-based methods are highly dependent on the sparsity of the mixing signals.
Two different techniques of the rs-fMRI data analysis were used: Regional Homogeneity (ReHo) and Independent Component Analysis (ICA), which approach is rare.
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