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It indeed enables us to estimate all the parameters of the model, while avoiding local minima.
Strand's map reduction aggregation methods take advantage of the parallelism constructs afforded by the MapReduce model while avoiding much of the overhead associated with intermediate file disk I/O, sorting, and inter-process communication between the master and worker processes located on different commodity hardware machines.
These restraints served to direct the overall topology of the model while avoiding unjustified bias to the high-resolution model.
The space of possible non-linear models is vast, and selecting an appropriate model – one that offers significant improvement over a linear model while avoiding "over-fitting" of parameters [40] – is a non-trivial task.
The advantage of cascaded analysis model is that the model preserved the major dynamic feature of the S-systems with a simplified model while avoiding much computation burden.
This approach allows for formal statistical estimation and incorporates key biokinetic features of the single compartment continuous-time model, while avoiding the unrealistic steady-state assumption.
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In today's environment the inverse is true: autonomous car manufacturers are focusing on are gathering as many miles of data as possible, with the intention of feeding more information into their models than their competitors, all the while avoiding working together.
By coupling the two codes in this manner, the important three-dimensional flow effects in the outlet plenum are well modeled while avoiding modeling the entire reactor with a computationally expensive CFD code.
Thus, similar to IGT, this approach has the advantage of having high specificity and PPV compared with high-risk-score models, while avoiding some of the limitations of IGT (e.g., reducing the time required for OGTT and decreasing the number of subjects required to perform glucose load).
This workflow allows for more expedited model development while avoiding some of the sources of error plaguing automated model generation and allowing for a wide range of customization.
By combining MS spectrum and serum ferritin, we constructed a novel prewarning model for aGVHD while avoiding invasive tissue biopsies and evaluating therapeutic effect.
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