However, it should be recognized that further major developments, particularly computational prediction of total virus fitness in new hosts, would still be required for realizing the utility of computational tools in policymaking.
This reasoning predominantly rests on the premise that the brain and a neural system are required to realize the complex computational processing that enables faculties such as anticipation, awareness, memory, self-reference, motivation, decision-making, learning, communication and more, which are, broadly speaking, attributes of what we call, the mind.
In addition, it reduces the computational time for realizing the unequal error protection scheme best matched to the COVQ.
However, we realize that the computational challenges may be huge for panels with marker densities that far exceed those that we considered in this paper.
However, realizing the full potential of this data requires a computational framework that reduces bias, maximizes algorithm accuracy, and elicits predictive and biologically interpretable features.
However, because the MapReduce framework is adopted in this work to realize the distributed computing, the dispatch of islands to the computational nodes has to follow the corresponding design principles and to work in a non-traditional manner.
The performance is assessed in terms of the length of path traversed by each robot, time taken by the robot to realize the task and computational time.
Absence of time-consuming operations indicates a sufficient simplicity of the computational procedure that realizes the parallel hierarchical transformation and makes it an efficient method for use in various applied areas requiring a combination of a high level of the parallelism and a compact form of data representation.
(See the computational theory of mind).
Together they can realize the goal of more humane computational practices, ensuring broad understanding of the positive potential of tools to augment our human-ness.
We expect to complete this second phase of ToxCast over the next several years and realize the promise of delivering innovative computational methods for evaluating potential health impacts of environmental chemicals.
