Sentence examples for extensive computational requirements from inspiring English sources

Given the extensive computational requirements for computing exact confidence intervals, high quality approximations can in turn be used.

The latter extends the range of applicability of the technique to several orders-of-magnitude faster reactions but at the price of extensive computational requirements.

The accurate online state estimation for some types of nonlinear singularly perturbed systems is challenging due to extensive computational requirements, ill-conditioned gains and/or convergence issues.

Moreover, the system-level complexity is increased due to extensive computational requirements of big data systems to handle extremely large volume, complex (mostly unstructured and semi-structured), and sparse nature of the data.

Future work may include systematic evaluation of the impacts of fate and transport and exposure parameter uncertainties on the year-by-year PFOA exposures, though this will be a challenging exercise due to extensive computational requirements of the environmental models.

This orientation change can be determined using a sensitivity analysis of sarcomere length to ROI orientation (see Fig. 4) applied to each microscopy image of the cardiomyocyte, although not in real time due to extensive computational requirements.

The accurate online estimation of cell state of charge in electric vehicles is challenging due to extensive computational requirement, measurement noise and convergence issues.

Bioinformatics methods have expanded in recent years to include searches for genetic interactions, yet many challenges remain in these analyses including extensive computational and time requirements as well as a high penalty for correction of multiple comparisons when exhaustively testing pairwise combinations of all genome-wide SNPs.

Metagenomic data analysis is both data- and computation- intensive, which requires extensive computational power.

For example, gene selection and error estimation using the more sophisticated but computationally more demanding nested cross-validation designs [43] was not pursued in order to keep the computational requirements of running extensive permutation tests under control.

2. Deep neural networks need a vast amount of data to train, which in turn requires extensive computational power.