Used and loved by millions

Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

as a function of data

Grammar usage guide and real-world examples

USAGE 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

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.

Each pie chart indicates the count and percentage of compound neighbor pairs as a function of data set and overlap.

In Figure 7 the Balanced Accuracy is given as a function of data fraction after the exclusion of outliers.

Figure 12 presents scatter plots of the model output along the X and Z axes as a function of data input.

Show more...

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

Geoderma
Show more...

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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

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.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

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.

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.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: