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However, the state-of-the-art algorithms for incremental learning, for structured decision theoretic planning or for reinforcement learning require the problem to be specified only with binary variables and/or use data structures that can be improved in term of compactness.
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Thirdly, a method for optically programming the DNA labeling process via photochemical lithography is proposed, allowing different problem instances to be specified.
The CRF will then permit the user to specify any other relevent criteria, including the following: Staff problems, Technical problems, Product (e.g. fluids, lines, filters, machine) availability problems, Logistics, Others (to be specified).
Its disadvantage is that the target level of the design robustness cannot be specified explicitly in the problem formulation phase, that is, it has to be specified indirectly (by specifying the target value of parameter).
For the problem to be fully specified, we still need to impose the values of the boundary fluxes of actin J (± L 2 ).
In ill-structured tasks, the problem to be solved is poorly specified and there is no unique correct solution.
Regarding computational complexity, before parallelizing the problem should be specified, with all its constrains, as precise as possible.
This problem can be specified concisely as a partial differential equation (PDE), and rapidly solved numerically on a PC (typically a million times faster than exhaustive simulation).
The machine learning problem can be specified as follows: given the amino acid sequence of a protein and a single amino acid substitution, the task is to predict whether the substitution may alter protein stability.
The planning problem can then be specified as a list of tasks to perform.
In the future, the research will focus on the quantitative calculation between fuzzy and random of the cloud model, and it hopes to give the value range of the problem to be solved according to the specified degree of certainty, which also can be used for other problems with uncertainty.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com