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Per dimension the percentage positive scores (four or five on the five point-scale) are calculated.
In contrast, the number of parameters of Rocchio is fixed - parameters per dimension, one for each centroid - and independent of the size of the training set.
Second, it says they managed to multiply 1000 times the 3D resolution, not a single dimension, what means rather that it is multiplied 10 times per dimension.
Usually, 10 nodes per dimension are accurate enough.
So the final model uses five discrete values per dimension.
The second moment per dimension of Λ c is chosen to insure a power constraint.
C N ( 0, N 0 ) with the noise variance per dimension is N0/2.
The channel noise is considered to be AWGN with variance N0/2 per dimension.
z is the geometric mean number of samples per dimension in the exclusion ball.
For consistency to our previous works, we normalize the sum per vector and per dimension.
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Hansen's shrinkage can be used with any per-dimension estimator with an arbitrary sampling distribution (not necessarily Normal), for which the Central Limit Theorem holds.
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