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RS networks of interest derived from the two ICA analyses performed on controls and LHON patients, separately, were very similar to those obtained from ICA performed on the entire study group (spatial correlation coefficients between networks ranging from 0.74 to 0.92).
It then explores the space of PCA/ICA comparisons by systematically testing two ICA algorithms and two ICA architectures against PCA with four different distance measures on two tasks (facial identity and facial expression).
To detect both known and new faults of the system, two ICA models are integrated with the proposed classifier.
After training of selected samples, a support vector machine (SVM) classifier which combined the two ICA representations is established for recognition, and a good performance is given for testing data.
We proposed two ICA methods, namely JD LU + -ICA and JD QR + -ICA, based on CP decomposition of the fourth-order cumulant array using JD LU + and JD QR +, respectively.
A persistent hypoglossal artery was seen in one case (0.057 %) (Fig. 3a c), a Saltzman type 2 persistent trigeminal artery was found in one patient (0.057 %) (Fig. 4), while a variation of a type 1 proatlantal intersegmental artery was present in two (ICA origin of the occipital artery) (0.115 %; Fig. 5).
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To get an interpolation of the whole cranial volume, and not just the volume between the two ICAs, the fact that the ICA is zero mm2 beyond the cranial borders is used.
Our results indicate that adequate high-pass filtering may be more important than the choice of the ICA method: all three ICA methods achieved a better ERD peak score when the data had been high-pass-filtered at the cutoff frequency just below the frequency band of interest before decomposition.
Method 4 uses a shape-preserving piecewise cubic interpolation on two ICAs in a given orientation.
Delineation of two ICAs is enough to achieve adequate estimates of ICV.
For methods using two ICAs, the average correlation was calculated for all possible combinations of pairs of ICAs (32 possible combinations for each pair of position indices evaluated).
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