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HMM classifiers provide a way to apply machine learning to data represented as a sequence of correlated observations [13].
However, as we already mentioned, user answer choices can be considered as a sequence of correlated observations while the answer options ('Completely disagree', 'Disagree'Neitherher agree nor disagree'Agreeree', 'Completely agree') can be used as the HMM states.
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This procedure corresponds to the generation of independent sequences of correlated unit power complex Gaussian random variables ( E | α j, l 2 ( i ) | = 1 ) with the path weights pj,lnormalized so that ∑ l = 0 L - 1 | p j, l | 2=1 1.
Moreover, aiming at adding a time-varying nature to the channel described in Table 1, the generation of correlated Rayleigh fading depending on the Doppler frequency was implemented as described in [20], its block diagram is shown in Figure 1. Figure 1 Block diagram of the algorithm proposed by Young and Beaulieu[20]for generating sequences of correlated Rayleigh variables.
The papers reporting sequences in the 5 years preceding the dideoxy paper included one that showed that the DNA and protein sequences of ΦX174 correlated (Air et al. 1976).
We used promoter sequences of BDNF-correlated genes and the sequences of BDNF promoters, exons, introns and the 3'UTR for the analysis.
Therefore we additionally require that
Building on earlier work, we show that analysis of correlated evolutionary sequence changes across proteins identifies residues that are close in space with sufficient accuracy to determine the three-dimensional structure of the protein complexes.
These methods generate a correlated sequence of random samples that convey information about the desired probability distribution.
Subsequent exposures to the same track (DnRun2) and additional contiguous (ContigRun) or isolated novel tracks (DisjRun1) resulted in the expression of similar proportions of correlated temporal sequences before and after the corresponding novel spatial experiences, both in control and CA3 NMDAR KO mice.
582 of these segments, amounting to almost 1 Mb of sequence, exhibit highly correlated RD patterns across samples.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com