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as a function of data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as a function of data" is correct and usable in written English.
It is typically used in contexts involving analysis, statistics, or programming to indicate that something is dependent on or varies according to data. Example: "The model's accuracy improves as a function of data quality and quantity."
✓ Grammatically correct
Science
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
17 human-written examples
We modeled annual snag persistence as a function of data on all three scales using non-linear mixed-effects models.
Within this framework, we have determined the maximum resolution achievable for a given acquisition as a function of data statistics and scanner parameters, like the size of the crystals or the inter-crystal scatter.
Figure 7 Balanced accuracy for SVM models as a function of data fraction.
Science
Each pie chart indicates the count and percentage of compound neighbor pairs as a function of data set and overlap.
Science
In Figure 7 the Balanced Accuracy is given as a function of data fraction after the exclusion of outliers.
Science
Figure 12 presents scatter plots of the model output along the X and Z axes as a function of data input.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
42 human-written examples
A detailed analysis of errors in MLC PRAM due to resistance drift as a function of data-storage time and number of programming cycles.
The considered generic application characteristic resembles a bounded logarithmic relation between perceived quality and data rate as illustrated in Figure 5, described by the MOS as a function of the data rate of user (4a).
This paper aims to propose a new mathematical model for computing asphaltene precipitation as a function of titration data including dilution ratio, temperature, and molecular weight of solvent.
Numerous research efforts have been directed towards the development of viscosity models that are capable of accurately predicting crude oil viscosity as a function of production data, and/or composition of well stream fluids, if available, using equation of State.
Four methods were then used to model soil thickness as a function of environmental data layers derived from a digital elevation model and satellite imagery: Generalized Linear Model (GLM), Random Forest (RF), GLM Residual Kriging (GLMRK) and RF Residual Kriging (RFRK).
Science
Expert writing Tips
Best practice
When using "as a function of data", ensure that the relationship between the data and the described element is clear and well-defined. Avoid ambiguity by specifying how the data influences the outcome.
Common error
Avoid using "as a function of data" when the relationship is more nuanced or involves multiple interacting factors. In such cases, consider more specific and descriptive language.
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Real-world application tested
Linguistic Context
The phrase "as a function of data" primarily functions as an adverbial phrase modifying a verb or clause. It indicates that a particular variable or outcome changes or is determined in relation to data. Ludwig AI's analysis confirms the validity of this usage, exemplified by sentences illustrating dependence on data characteristics.
Frequent in
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Less common in
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Ludwig's WRAP-UP
The phrase "as a function of data" is a grammatically sound and scientifically relevant way to express dependence on data. Ludwig AI confirms its validity and points out that it is mostly seen in scientific contexts. When using this phrase, precision is crucial to ensure a solid relationship and the data influencing an outcome. Though alternatives exist, such as "based on data" or "dependent on data", each carries nuanced implications. It is important to select the phrase that accurately represents the relationship being described.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
dependent on data
This phrase is a more direct way of stating that something relies on data.
based on data
This phrase indicates that data forms the foundation or origin of something.
related to data
This suggests a connection or association with data, though not necessarily a strict dependency.
determined by data
This implies that data directly controls or influences the outcome.
contingent on data
This phrase indicates that the result is conditional upon the data available.
governed by data
This suggests a set of rules or principles derived from the data that dictate the outcome.
data-driven
This adjective describes a process or decision that relies heavily on data analysis.
in terms of data
This alternative focuses on framing or viewing a subject from the perspective of data.
according to the data
This phrase highlights that the statement or conclusion aligns with the data presented.
modulated by data
This option suggests that the data influences or adjusts something, adding a layer of indirect manipulation.
FAQs
How can I use "as a function of data" in a sentence?
Use "as a function of data" to indicate that a variable or outcome depends on the data. For example, "The accuracy of the prediction improves "as a function of data" quality."
What are some alternatives to "as a function of data"?
Alternatives include "based on data", "dependent on data", or "related to data". The best choice depends on the specific nuance you want to convey.
Is it better to say "based on data" or "as a function of data"?
"Based on data" is more straightforward. "As a function of data" implies a more mathematical or statistical relationship, suggesting that the data directly determines the outcome through a defined function.
What does "as a function of" mean in a statistical context?
In statistics, "as a function of" means that the value of one variable is determined by the value of another. It suggests a mathematical relationship where changes in the data affect the variable in question.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested