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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.
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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 the algorithm is derived for block processing of convolutive mixtures, for each output y q (k), a sequence of D output samples corresponding to D successive time lags is taken into account.
At the top of the figure, there is a sequence of desired output vectors that the DNN is trying to predict.
Let a sequence of input-output data samples and the state be denoted by <img src="http://journals.plos.org/plosone/article/asset?id=info?doi/10.1371/journal.pone.0001693.e009.PNG" class= inline-graphic"/> The E-M algorithm for estimation of the parameters in the state-space model of discrete dynamic systems consists of two iterated steps: E-step and M-step.
To confirm this idea, we designed a sample circuit for discrete dynamical operation and confirmed by computer simulation that the circuit successfully generated a sequence of discrete-time outputs by following a return map.
At the receiver, the surveillance signal is correlated with the reference signal, yielding a sequence of the matched filter output.
10 11 Research impact models usually describe a sequence of impacts starting with immediate research outputs (eg, scholarly publications), moving to translational outputs (eg, implementation protocols) and further 'real world' impacts which occur beyond the research setting, including policy or practice impacts and long-term population health outcomes.
The fourth concerned the logical possibility of an automaton, such as a Turing machine, actually yielding as output a sequence of random numbers.
Output: a sequence of converted vectors ({tilde {mathbf {y}}_{1 T}}).
Output: a sequence of the estimated hidden states ({hat {mathbf {y}}_{1 T}}).
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