As is shown in Fig. 3, the arrows indicate sequences of output buffer in different stages.
The algorithm tries to find a path of the trellis diagram, where the sequence of output symbols approximately matches the received sequence.
Some authors observed that the posterior estimates obtained can be "enhanced" by training yet another network but this time on a sequence of output vectors coming from the first network [22].
As L'Ecuyer clearly states "the main goal for Monte Carlo methods is to reproduce the statistical properties on which these methods are based whereas for gambling machines and cryptology, observing the sequence of output values for some time should provide no practical advantage for predicting the forthcoming numbers better than by just guessing at random".
Other architecture is possible, including a variant in which the network can generate a sequence of outputs (for example, words), each of which is used as inputs for the next time step.
The backpropagation algorithm (Fig. 1) can be directly applied to the computational graph of the unfolded network on the right, to compute the derivative of a total error (for example, the log probability of generating the right sequence of outputs) with respect to all the states s t and all the parameters [2].
DNA sequencing of the output from this selection revealed a distant clone (clone 18-19) that differed from the consensus sequence at 15 out of 80 positions and bound ATP with far greater affinity and specificity than all other clones from that round of selection [1].
This causes incorrect sequencing of psychomotor output that requires a significant period of compensatory change [ 29].
The SEQUEST search algorithm (http://fields.scripps.edu/sequest) with data-filtering criteria was used to identify sequence matches of output against databases of rabbit, sheep, deer, goat, mouse (Mus musculus), and tick proteins.
The program can be used for sequence editing, annotation of sequence features, handling of output from high throughput sequencers, or from BLAST searches, as well as for various population genetic analyses.
