The influence of Ca2+, FDR, and BK currents during discrete time windows appears to be due in part to diurnal variation in their current magnitudes [15] [17].
We took advantage of small RNA expression data sets covering discrete time windows during the ontogenesis of Drosophila melanogaster and D. virilis to explore the temporal conservation of microRNA expression in a developmental context.
The research question is often formulated as "Is the exposure more strongly associated with the health outcome if it occurred in time window 1, 2, …, or n?" Formulating the question in terms of discrete time windows is advantageous from a clinical and practical perspective.
Using CNNs to analyse temporal data requires pre-processing into discrete time-windows, this dictates fineness of detection.
For discrete event systems, time window constraints between two events are often required to control their behavior.
A negative event graph (NEG) which is an extension of the timed event graph (TEG) has been proposed by Lee and Park (2005) to model and analyze discrete event systems with time window constraints.
We named this extension, the Windowed Discrete Model (WDM) because it averages over a given time window the discrete values of the network elements in a given attractor, and weighs this average by the size of the corresponding basin of attraction.
Note that if there are no constraints other than the Wegscheider conditions, we would simply have and c = 0. We will now assume that we have obtained noisy measurements of the concentration dynamics of selected molecular species in an open biochemical reaction system of known stoichiometry, obtained by a set of distinct experiments at discrete time points, within the observation time window.
where is the window, and are the discrete time and frequency, respectively, and is the window length.
A gradient based update of the weights is performed at discrete time instants over a moving measurement window in order to reduce the model output – real output mismatch.
