The model consists of a linear character encoding layer, two consecutive 1D CNN layers, each with 256 (3-characters wide) filters, followed by two half-stateful bidirectional GRU layers (32 cells each) and a time-distributed sigmoid classifier that outputs a binary tag for each character in the sequence.
Verb POS (VPOS ): for each verb within the sentence we determine which of the six binary POS tags (VBD, VBN, VBG, VBZ, VBP and VB) representing the tense, aspect and person of a verb are present.
The binary AR tag T x, y) thereby can be concealed into the corresponding ( {F}_3^{AR}left x,yright) ) with a weight ω according to the formula: {overline{F}}_3^{AR}left x,yright)=left{begin{array}{l}omega times {F}_3^{AR}left x,yright),kern0.5em mathrm{if} Tleft x,yright)=0, {F}_3^{AR}left x,yright),kern0.5em mathrm{if} Tleft x,yright)=1.end{array}right.
Given a video with 30 frames per second and a 120-Hz monitor/projector, firstly, each frame F is extended to four sub-frames, F 1, F 2, F 3, and F 4. To stamp the binary AR tag, T, on the frame, the concept of watermarking technology is utilized to process the sub-frame F 3 with T to obtain the marked results ( {overline{F}}_3 ) by the following steps.
It relies on the association of tags (binary data strings) to stable, semistable or volatile features of the image, whose access keys (called keytags) depend on both the image and the tag content.
By representing methylated CpG sites as "1" and unmethylated sites as "0", each BGN sequence can be displayed as a binary string or tag.
Mass spectrometry protein protein interaction data from [ 11] were taken from http://www.mdsp.com/yeast/, again counting interactions as binary between the tagged and untagged proteins in a complex.
For preparation of full length ETR1 with a C-terminal tandem-affinity protein (TAP 1 tag, a binary vector pCAMBIA1380-TAPpreparedrepared for expression of affinity-tagged proteins in Arabidopsis.
As a result, we obtained pBIB-Hyg-35S-3xHA: HaHSFA4a, taggedgged 35S A4a binary plasmid.
To obtain the, single-transgenic, DS10 A4a lines, we transformed tobacco with the tagged DS10 A4a binary plasmid.
