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We introduce element-wise automatic relevance determination (ARD; Neal, 1995) prior for the projection weight matrices, pushing irrelevant weight values W d, k (m ) toward zero and making each component element-wise sparse.
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The projected incidence was calculated using IMS's medical data projection weights (see also Toback et al. [ 19]) to provide a nationally representative estimate of pertussis cases diagnosed in private practitioner offices between 2006 and 2010.
US national projections were made using Premier supplied projection weights.
This was done using IMS' medical data projection weights [ 18, 21], estimated by month and physician specialty strata.
For this purpose the first eigenvectors of the estimated data covariance matrix (sorted by eigenvalues in descending order) serve as projection weights for the original data vectors.
To verify that iterative proportional fitting (IPF), or raking, has the desired effect of aligning estimates and parameters so that researches have confidence in population projections when weighting the Traumatic Brian Injury Model Systems National Database.
Specifically, the proposed multistage detector scheme first calculates the computational complexity of coarse CFO estimator, fuzzy MOE detector, signal subspace projection, and MMSE weight combiner step-by-step.
In the metagene projection method, a weight matrix W obtained from a training set is used to compute the metagene profiles of a target data set (H* = W−1 V*, where V* is the target data).
Thus, this projection incorporates the weighting of the rows (average gene expression levels) in the diagonal matrix of row masses.
Radiographs of both feet were performed in supine position with dorso-plantar, oblique, and lateral projections as well as weight bearing in frontal and lateral projections.
Each FB has a fixed computing time and some FB can occur more than one time (Landmark projection, ZMSSD, H i, Weight updating, Addition of a new landmark).
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