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In other words, we just diagonalize the data covariance matrix R x = E{x T x} to obtain estimated patterns s ^ = W x that are mutually uncorrelated (or, equivalently, orthogonal).
This study estimated patterns of diagnostic transitions from childhood to adolescence and from adolescence to early adulthood.Patterns of diagnostic transitions were estimated using data from three prospective, longitudinal studies involving close to 20,000 observations of 3,722 participants followed across multiple developmental periods covering ages 9-30.
This kind of linear spectral filtering can be effective to reliably estimate the dominant eigenPSFs of the PSF field, but it may not be enough to characterize the field by itself, when there are strong spurious fluctuations in the estimated patterns.
However, the patterns associated with known molecular variables in HaCaT cells cluster separately from the CoGAPS estimated patterns.
In general, estimated patterns of disparities were very similar between roadway-scaled, population density and distance measures (online appendices B and C).
These results give us confidence that variability in the identity and genomic location of the studied transposable elements or potential errors of phylogenetic reconstructions do not significantly affect estimated patterns of single-nucleotide substitution for these data.
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The use of this extra term permits a less shape-selective weighting of candidate patterns when the quality of the estimated pattern is still relatively low.
In such cases, the system changes the estimated pattern from the initial middle curve to a more appropriate one if the deviation exceeds five minutes.
This could allow evaluation of these strategies and the detection of atypical incidence rates other than the estimated pattern.
The maximum-likelihood analyses of lineage diversification based on four candidate models identify the diversity-dependent linear model (DDL + E) as the best description of the estimated pattern of evolutionary diversification of Liolaemus (Table 1).
E. Vittinghoff, H. Malani, and N. P. Jewell, "Estimating patterns of CD4 lymphocyte decline using data from a prevalent cohort of HIV infected individuals", Statistics in Medicine, 13, 1994, 1101-1118.
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