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The value of α can be adjusted from 0 to 1 based on individual datasets; the smaller the weight, the less the tumor volume is constrained (please see the 'Discussion' section for more comments on this technical point).
The first approach is based on individual datasets.
Tracks based on individual datasets are shown separately, as well as the consensus HapMap track.
The summaries shown here obscure significant differences between the methods on individual datasets.
FSL's Multivariate Exploratory Linear Decomposition into Independent Components (version 3.10) was used to perform probabilistic ICA on individual datasets, which were then denoised using FMRIB's ICA-based Xnoiseifier v1.05 beta [Salimi-Khorshidi et al., 2014].
Previous simulations [ 28] comparing both REL and FEL methods on individual datasets showed that FEL is less powerful when the number of sequences is below 64 as are each of our datasets.
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First, most previous work on drug response prediction mainly based on individual dataset, such as NCI60, CCLE or CGP, but seldom see integration analysis.
Notably, and in contrast to previous global comparison approaches, this definition does not rely on alignment of individual datasets but defines a gene's expression pattern in the context of the genome-wide co-expression network.
This ability to decode the motor plan at fast timescales allowed us to examine not only internally-driven changes of mind on single trials, but also features unique to individual datasets or occurring on only a relatively small fraction of trials.
First, we inspected the synergy effect on the DLCV error achieved on pairs of datasets relative to the DLCV errors on the individual datasets (DLCV, nearest mean classifier).
As a result, this industry-wide focus on isolated individual datasets has left more than 40 million Americans without access to affordable loans simply because their numbers don't look good on paper.
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