The first two images were removed from all resting state datasets.
Unless otherwise stated, datasets were analyzed with the R statistical programming language using programs maintained as part of the Bioconductor suite [ 43].
Other chromatin state datasets, including from the female lymphoblast cell line GM12878, show a shift towards more active promoters, but regardless of the dataset used, the bulk of the X chromosome is comprised of states reflecting transcribed and repressed chromatin.
In Figs. 9 and 10, we present NMSE and PSNR results for five subjects each of task-based dataset and resting-state dataset, respectively.
Next, the proposed methodology is demonstrated and evaluated through application to a real engineering structure – a Piper Tomahawk trainer aircraft wing – with its performance compared to classifiers trained using the full damaged-state dataset.
Likewise, Fig. 4 shows one of the reconstructed brain slices of resting-state dataset (Baltimore dataset) using the proposed Optshrink LR + S and the existing LR + S [15] method.
A study using Granger causality on a resting-state dataset revealed increased effective connectivity of this connection in SAD patients (Liao, Qiu et al. 2010b).
The resting-state dataset consisted of the first 60 participants (41 females, age ranges: 4 between 22 and 25 years, 23 between 26 and 30 years and 33 between 31 and 35 years) of the WU-Minn Human Connectome Project (HCP) (Van Essen et al., 2013).
Since both resting-state fMRI dataset (Baltimore dataset) and task-based fMRI dataset (false belief fMRI dataset) are fully sampled, we simulated undersampled k-space data ({mathbf{Y }}) in (2) by computing the Fourier transform of Casorati matrix ({mathbf{X }}) and then, retrospectively undersampling in the k-space using measurement matrix ({mathbf {Phi }}).
The type of linkage information available varied from state to state, necessitating linkage models tailored to each state's datasets and resulting in varying linkage rates.
District-level data enable crisp ascertainment of exposure to helmet laws, whereas state YRBS datasets do not identify municipalities, so respondents not subject to a state law may be inaccurately classified if they are still subject to a municipal law.
