data-driven approach

collocation in English

meaningsofdata-drivenandapproach

These words are often used together. Click on the links below to explore the meanings. Or,see other collocations withapproach.
data-driven
adjective
uk
/ˈdeɪ.təˌdrɪv.ən/
us
/ˈdeɪ.t̬əˌdrɪv.ən/
happening or done according to information that has ...
See more atdata-driven
approach
noun
uk
/əˈprəʊtʃ/
us
/əˈproʊtʃ/
a way of considering or ...
See more atapproach

(Definition ofdata-drivenandapproachfrom theCambridge English Dictionary© Cambridge University Press)

Examplesofdata-driven approach

These examples are from corpora and from sources on the web. Any opinions in the examples do not represent the opinion of the Cambridge Dictionary editors or of Cambridge University Press or its licensors.
In particular, it supports very well a generallydata-drivenapproachto grammar development, as successive generalizations from initial examples.
From theCambridge English Corpus
The statistical,data-drivenapproachof learning appropriate parameter values from training data rather than relying on heuristics or empirical principles is less likely to introduce a bias in user behaviour.
From theCambridge English Corpus
In areas with significant known mineralisation, adata-drivenapproachcan be adopted in which known deposits are analysed in relation to the surrounding geology.
From
Wikipedia
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An example for the latter is when the set-point, bias, or normalization factor for adata-drivenapproachis given by models.
From
Wikipedia
This example is from Wikipedia and may be reused under a CC BY-SA license.
Duolingo uses a heavilydata-drivenapproachto education.
From
Wikipedia
This example is from Wikipedia and may be reused under a CC BY-SA license.
Currently, many data-driven approaches have been applied to the problem, as a backup strategy for those cases where dictionary matching fails.
From theCambridge English Corpus
Further, the sizes of the training and test sets are an important consideration in data-driven approaches.
From theCambridge English Corpus
Finally, test and training data set sizes can have a profound effect on results of data-driven approaches to language learning.
From theCambridge English Corpus
So far, parallel texts have been used in data-driven approaches to machine translation mostly as means of learning lexical or phrasal equivalences.
From theCambridge English Corpus
Data-driven approaches are at least a viable alternative to theory-driven acquisition theories.
From theCambridge English Corpus
Even where data exist, the efficacy of data-driven approaches is not only dependent on the quantity but also on the quality of system operational data.
From
Wikipedia
This example is from Wikipedia and may be reused under a CC BY-SA license.
Recent research has focused on the big-data analysis of newspapers content, the analysis of social media content, and the ethical implication of data-driven approaches to science and society.
From
Wikipedia
This example is from Wikipedia and may be reused under a CC BY-SA license.
These examples are from corpora and from sources on the web. Any opinions in the examples do not represent the opinion of the Cambridge Dictionary editors or of Cambridge University Press or its licensors.
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