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The basic versions of the algorithms (which use only one randomly initialized candidate unit in the hidden unit training) were improved during the course of this research by adding a deterministic initialization method and the utilization of multiple candidate units in the training phase of the hidden units.
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Observe that the previous result extends this one, by adding a convex deterministic trend.
Two statistical post-processing approaches for estimation of predictive hydrological uncertainty are compared: (i) 'dressing' of a deterministic forecast by adding a single, combined estimate of both hydrological and meteorological uncertainty and (ii) 'dressing' of an ensemble streamflow forecast by adding an estimate of hydrological uncertainty to each individual streamflow ensemble member.
Perturbation ERM algorithms give a random output by adding a random perturbation term on the above deterministic output.
An existing deterministic model is corrected by adding a correction term to capture the inherent bias, and model error arising from an inaccurate model form or missing variables.
Evolutionary models are fitted by adding a 'drift' or 'directional' parameter, which describes the deterministic (or directional) component of character evolution.
By adding an ascot!
CDD adds a deterministic delay to the effective part of the OFDM symbol after IFFT processing at each transmit antenna.
In UMOT we add a local, deterministic sinusoidal perturbation to the stochastically driven multiple scattering medium at the focal region of the US transducer.
In BUBBLE, once the bicluster seeds have been located they are then expanded in a deterministic manner by adding the most similar gene profiles to produce a full bicluster.
Finally, in both data modalities a noisy measurement is simulated by adding some noise to the deterministic value of each variable.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com