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As a result, the final process-specific models are characterised by high generalisation performance also in situations with only few measurement data.
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However, the potential risk is overfitting that causes high variance in generalisation.
A 58.1% response rate was attained, which was reasonable but ideally should have been higher to permit generalisation of the findings.
Although this increases the computational requirements of the NN learning process, benefit is obtained in terms of higher levels of generalisation.
Grand theory—such as a theory of social inequality, for example—is formulated at a high level of abstraction; it makes generalisations that apply across many different domains.
The characteristics of POPFNN, such as the learning, generalisation, and high computational abilities, make fingerprint verification particularly powerful when verifying authentic fingerprints subjected to external conditions and recognising spurious ones.
The main result of this paper is to extend the Banach fixed point theorem (and an often-cited generalisation) to higher-order contraction mappings.
They can learn from examples, are fault tolerant in the sense that they are able to handle noisy and incomplete data, are able to deal with non-linear problems, and once trained can perform predictions and generalisations at high speed.
All UK medical schools were not represented, although the response rate of 76% is high and allows some important generalisations to be made.
While a high response rate was achieved, the generalisation of results to non-RA patients is not appropriate.
Finally, our sample only comprises graduate participants whose average age is closer to the thirties whereas the high-school entrants are closer to the twenties which calls the generalisation of these findings to high-school entrants into question.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com