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Furthermore we use a simplified Jacobian in the cut cell regions in order to save storage and gain computational efficiency.
The main portion of the probability mass in a frame seems to originate from only a few clusters; therefore, we retained only the three highest probabilities in each frame in order to gain computational efficiency by using sparse matrices HAC features.
To gain computational efficiency, we applied 10-fold CV instead of LOOCV during the model training procedure for each of the gene sets.
To gain computational efficiency we assign the diplotype state probability between each adjacent pair of genotyped markers to the average of the flanking diplotype state probabilities.
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Reduced biomolecular resolution for gaining computational efficiency can be restored to atomic level with elaborate backbone/side-chain reconstructions.
Thus, while gaining computational efficiency and simplicity, our system is able to make use of the computational power of the biased competition mechanism.
These choices were made mainly to increase computational efficiency.
By combining Markov jump model, weighted majorant kernel and GPU (graphics processing unit) parallel computing, a significant gain in computational efficiency is achieved.
The study shows that while maintaining the accuracy of aerodynamical objective function and constraint within the reasonable range for engineering prediction purposes, variational method provides a substantial gain in computational efficiency, i.e., computer time and memory, when compared with the finite difference computations.
The gain in computational efficiency was at least threefold and this gain increased with the increase of time step.
In addition, by using the ESDIRK schemes, gain in computational efficiency relative to Crank Nicolson is observed for time-accurate solutions (a factor of 1.4 using the fourth order ESDIRK).
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