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Illumina read trimming, filtering, normalization, and alignment to the P. trichocarpa V2.2 reference genome sequence were conducted as described previously [ 28].
To overcome these issues, we developed a pipeline that uses object segmentation, background information, normalization and alignment to obtain a better feature set that can be used for effective classification.
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Functions for data pretreatment in MVAPACK include scaling, normalization, binning and alignment, and denoising.
We conducted baseline correction, smoothing, normalization, and peak alignment for the ovarian-qaqc data.
In fact, we conducted baseline correction, smoothing, normalization, and peak alignment for the Ovarian-qaqc data.
Normalization and re-alignment of raw array CGH data were performed using the web-based array CGH analysis interface, ArrayCyGHt [ 21].
In this section, we explain the preprocessing methods, including spectra re-sampling, wavelet de-noising, baseline correction, normalization, peak detection and alignment.
Cross calibration (between dose calibrator and systems and between the systems) and normalization with time alignment and full detector calibration have been performed on a regular basis according to manufacturer's recommendations on both scanners.
The possible permutation and scaling ambiguities in this estimation were solved by imposing proper normalization, and some shifting and alignments as in [1].
Preliminary background normalization, image alignment, and reconstruction were performed using the XMreconstructor software package from Xradia.
Data alignment, normalization and statistical treatment revealed 651 differentially regulated peaks between normal and hyperglycemic samples.
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