It's about reacting to what consumers respond positively to in terms of length, context, medium and beyond, while giving them the opportunity to continue generating their own content.
As a result, RNN can capture long context patterns instead of fixed-length contexts as in a traditional neural network (NN) LM [7].
A fixed-length context window is used in order to ensure a fair comparison and a controlled environment (i.e., (sum _{i=1}^{M}(2d_{i}+1)) is a fixed value).
Thus, the temporal context needs to be more emphasised; however it may cause the loss of spatial context because of the fixed-length context window scenario, which has been adopted in this paper for a fair comparison among different approaches, as discussed in Section 3.2.
A recurrent neural network (RNN) [9] can learn an effective representation of history from the training data through recurrent connections between a hidden layer and an input layer as shown in Fig. 4. With a recurrent connection through s (t−1), the hidden layer or context layer s of RNNLM can capture longer word history than fixed-length context in an NNLM or an n-gram LM.
The arithmetic coder uses a fixed-length context to select a conditional distribution for the following base.
Mutation R266E reduces DNA binding by MutL (Junop et al., 2003; Robertson et al., 2006), most pronounced in full-length context.
In its full-length context, HHARI interacts with UbcH7 with a dissociation constant of 540 nM [ 42], which is a significantly higher affinity than typically displayed between E2s and E3s in the micromolar range [ 2, 3].
A secreted version of the LAT-1 ectodomain (ΔTM1-7; Figure 2B) and in-frame deletions of the GPS are completely devoid of rescuing activity in both truncated (ΔGPS/TMΔ2-7) (Langethal et al., 2009) and full-length context (ΔGPS; Figures 4E, 4F, and Table S1), whereas surface expression of ΔGPS is intact (data not shown).
The modest effect of the mutation in the full-length context suggests that the Gln51 interaction may be less crucial during later stages of Rev-RRE assembly and the energetic contributions to cooperative binding may shift to other interactions, possibly coupled to further rearrangements of the Rev subunit interfaces.
Henning (1991) used a larger variety of vocabulary tests in context than Pike did by changing the following characteristics: the length of context relating to whether the test takers can infer the answer from context, the formats (matching or supplying), and the location of options (passage-embedded or not passage-embedded).
