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We use the Fourier series to model periodicity of the gene expression profiles such as observed in circadian rhythms and cell cycles.
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This is because as much knowledge as possible from the singing voice analysis literature has been incorporated in the mapping procedures, including formant tuning, vocal effort modeling, periodicity perturbations, voice mechanism modeling, and voice type settings.
The approach presented is motivated by the observation, that stirred tank reactors operated in batch, semi-batch, continuous, or even periodically forced mode can be subsumed by a single optimization model with periodicity constraints and suitably chosen model equations and decision variables.
The unit-cell model assumes periodicity of the corrugation pattern and homogeneity of the global load.
The model of periodicity considered in this paper is a significant extension of the model proposed in [19] with the new concepts of overlapping periodic patterns and derivations of periodic patterns.
An clustering method 1 and an AR (autoregression) model based periodicity detection method 8 are developed to be special for small sampled data.
Calculating the star's pulsations and modeling its periodicity have been difficult, as it appears there are several cycles interlaced.
Not all these models test periodicity, nor are they all testable with our data.
Using these findings, we constructed two nucleosome prediction models, the periodicity profile and the curvature profile [ 23].
Finally, for the Periodic model, we varied the periodicity from 10.0 to 12.0 bp (corresponding roughly to the range of DNA helix), and for each of these values, we also varied the amplitude parameter, which is a measure of the strength of periodicity (see Methods).
The model of no periodicity had a log-likelihood below the worst periodic model for either animal and is not on the scale shown in Fig. 5 and Fig 6 for either animal.
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