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This paper discusses how neural networks, applied to predict energy consumption in buildings, can advantageously be improved, guided by statistical procedures, such as hypothesis testing, information criteria and cross validation.
In almost the same manner as animal models can be improved, guided by the procedure outlined above, the developmental and evaluation procedure itself may be improved by careful definition of the purpose(s) of a model and by defining better evaluation criteria.
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We show via extensive experimentation that the designed model reference adaptive controller can provide much improved guiding performance in the presence of material variations and disturbances.
Concerns about off-target effects of engineered CRISPR/Cas nucleases are currently being addressed by ingenious methods that improve guide RNA specificity and also through engineering of two "nickases" that only cleave both DNA strands when juxtaposed on a larger cognate.
Immediate steps to improve, guide or constrain the care being provided by these 'high-risk' practitioners could be a very cost-effective way to advance quality and safety, and produce measurable benefits at the system level.
"We've improved guides, worked a lot on localization, and applied a lot on personalization of those guides.
Improved guide trees will not correct for the overfitting of MSAs, which is expected to lead to overconfidence in whichever guide tree topology is selected, but it could reduce the bias toward specific types of topology, such as LBA artifacts.
Improving guides' understanding of biological evolution could, in turn, inform the evolutionary understanding of thousands of tourists each year.
Using this information, we assess the coverage of Auto MS/MS and whether this coverage can be improved with guided precursor ion selection (preferred auto MS/MS).
PD4CAT method was improved to guide the involvement of different stakeholders as co-designers in the software development process.
A heuristic derivation of an improved nonlinear guiding center theory for perpendicular diffusion of charged particles is presented.
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