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First, filtering works best identifying time series characteristics when assuming a stationary process, even if the underlying process contains a unit root.
First, filtering was performed as per Jue et al. (2013) to remove outlier contigs from the distribution of expression levels.
In order to remove these stability problems, the equation error control configuration is developed by first filtering the error signal by the system poles before minimizing it.
The equipment used to process the used oil — which involves first filtering and then mixing it with methanol and a catalyst - was assembled by Al Landano of MBP Bioenergy, a North Conway, N.H.-based company, assisted by MBP shareholder Jim Proulx on the engineering, design, and construction, and was installed at MIT over the last few months.
Triage Informatic Records were reviewed first, filtering records for clavicle fracture only.
Donald Trump ignores what most teenagers learn early on: that maturity, not to mention decency, usually means first filtering your thoughts before letting them spring from your mouth.
To reduce the number of false negatives arising from our first filtering step, we elected to retain many clones for further testing.
Finally, the ROC curve, Figure 1, illustrates that by first filtering the data using the Kalman filter model, we can achieve higher sensitivity and specificity than a model based on the raw observations.
In conjunction with the first filtering step based on the expression correlations with copy number changes, this second filter afforded significant improvements, reducing the number of putative genes contributing to rapid proliferative state to around a few dozen genes per cell line, all of which exhibited enriched connectivity to major signaling, cell division and cancer-specific gene sets.
Tumours with a low silhouette information (silhouette < 0.20) were considered borderline instances and were classified by first filtering the data in a Kruskal-Wallis hypothesis test (P < 0.01) while leaving out all such borderline tumours and then determining their membership position by re-applying the cluster procedure.
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Figure 1 shows the distributions of PMV and MAF for marker data after the first filtering step (18,818 markers) and after the second filtering step (6138 markers).
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