Our method features a novel metric, namely unpredictability index (UPI), to capture repeating patterns by quantifying the predictability of packet arrivals' temporal structure from the perspective of hierarchical clustering.
Moreover, since some amino acids play important roles in structure of solenoids, we propose statistics features to capture repeating motifs of solenoids.
Our method associates with three advantages: (i) naturally representing five main factors of protein structure and properties by wavelet analysis technique; (ii) extracting novel wavelet features that can capture hidden components from solenoid sequence similarities and distinguish them from global proteins; (iii) obtaining statistics features that capture repeating motifs of solenoid proteins.
Therefore, we propose using amino acid compositions as additional features to capture repeating motifs of solenoid proteins as follows (6) where X = [A, C, D, E, F,···, V, W, Y] is the one-letter code corresponding to each of the 20 amino acids, and N X is the number of amino acids X in a sequence, and N s is the length of that sequence.
In addition, it well captures repeated interactions and the triadic closure phenomenon without using any ad hoc microscopic information.
In this way, EMA offers a method for capturing repeated "snapshots" of the participants in their natural environments over time.
In particular, several earlier studies considered 'global' measures of DNAm that captured repeated, noncoding regions in the genome (e.g., LINE-1 and Alu repeats [ 5, 9– 12]).
Streptococcal Cell Wall (SCW) is a rodent model of arthritis that effectively captures repeated remission and flaring phenotype, similar to RA [ 35].
A logical extension of the ability to capture high-resolution spatial detail is to capture repeat images over time to develop time-lapse sequences.
Fortunately, chloroplast microsatellites are often quite short in length, and NGS methods are available that use reads long enough to capture repeat tracts as well as flanking sequences in their entirety.
