The importance of this is that it allows us to calculate expectation values.
To solve the problem of (12) we must first be able to calculate the cost-to-go from (3), which involves a difficult to calculate expectation term.
These results allowed us to calculate expectation 11Hα2 shifts from the observed values for the ensemble containing small amounts of the fully folded species.
A discrete stochastic model is essentially a more adequate description for a biochemical system, but it has the disadvantage of being computationally expensive to simulate as well as requiring numerous independent simulations to be performed in order to calculate expectation values of various model outputs [ 26- 28].
A control experiment carried out in the optimized conditions to corroborate the results obtained, confirmed calculated expectations of response variables.
The most significant matching sequence read (by calculated expectation value) was compared to the gene annotation of NRC-1 to determine which genes, if any, overlap.
The expert is trained on the sentence data using EM with the Viterbi approximation in the expectation step to calculate the expectation.
Firstly, calculate the expectations of the 24 random variables at 24 time points, select the first three maximum points as the possible 'peak' time points and the last three minimum points as the possible 'valley' time points, then use ( Pleft( {(L_{t2} - L_{t1} )/L_{t2} le theta } right) ) to calculate the three pairs of time points above.
Therefore, in the E-step, we can simply calculate the expectations of these four sets of statistics (Equations 14 17) rather than evaluating the full matrices E [ G| W, Ψ], E [ S| W, Ψ], E [ Z| W, Ψ].
To calculate random expectations, we broke the pairing between alternative promoters of the same gene, or neighboring unique promoters, and randomized the pairing 10,000 times for each type.
