as a function of the data

USAGE SUMMARY

The phrase "as a function of the data" is correct and usable in written English.
It can be used in contexts where you are discussing how something changes or is determined based on the data available. Example: "The model's accuracy improves as a function of the data collected during the experiment."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

14 human-written examples

Figure 11 plots the average transmission rate as a function of the data frame length.

EURASIP Journal on Advances in Signal Processing

Fig. 5 Error rate as a function of the data dimension.

EURASIP Journal on Advances in Signal Processing

In many approaches from literature, utility is defined as a function of the data rate [7 9].

EURASIP Journal on Wireless Communications and Networking

In this paper, the perceived quality is exclusively expressed as a function of the data rate, while packet losses are not considered as an explicit parameter.

EURASIP Journal on Wireless Communications and Networking

Furthermore, the communication cost for different neighborhood sizes and the computation time as a function of the data dimension is considered.

EURASIP Journal on Advances in Signal Processing

The results of the other approaches are mixed as a function of the data sets used where the Duan [30] method performed either second or third best.

Journal of Big Data

Human-verified similar examples from authoritative sources

Similar Expressions

45 human-written examples

Weibull data generation is considered as a function of the data-generating mechanism, which has proportional hazard properties.

Health Economics Review

For data hiding in the DCT domain, both the simulation results and the theoretical results are shown in Figure 1, where the bit error rate (BER) is plotted as a function of the data-to-watermark ratio (DWR) defined in the form of DWR = 10 log ( σ x 2 D ).

EURASIP Journal on Advances in Signal Processing

In this case, the model would better reflect the spectral properties of the EEG (Marple 1987), but at the price of a higher computational effort: As a function of the data-driven model order a dynamic window length (which is currently fixed) would have to be defined such that a sufficiently reliable estimation of the necessary AR parameters is possible.

Biological Cybernetics

The binned data was then plotted as a function of the mean 111In data.

Plosone

We developed a method to represent data as a function of the respiratory phase [44].

Plosone

Expert writing Tips

Best practice

When using "as a function of the data", ensure the relationship you're describing is clear and direct. Specify which aspects of the data are influencing the outcome and avoid ambiguity.

Common error

Avoid assuming that because something varies "as a function of the data", the data is necessarily the cause. Correlation does not equal causation; further analysis might be needed to establish a causal link.

Linguistic Context

The phrase "as a function of the data" serves as an adverbial phrase, modifying a verb or clause to indicate a relationship or dependence on the data. Ludwig examples confirm its usage in describing how something changes or is determined by the available data.

Expression frequency: Common

Frequent in

Science

95%

Academia

2%

News & Media

1%

Less common in

Encyclopedias

1%

Formal & Business

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "as a function of the data" is a prepositional phrase used to express that something depends on or varies in relation to the data. Ludwig AI confirms that the phrase is grammatically correct and mostly appears in academic and scientific contexts. When using this phrase, ensure you clearly specify the nature of the relationship and avoid implying causation without proper evidence. Consider alternatives like "based on the data" or "depending on the data" for simpler or more nuanced expressions.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on the data

This alternative employs "based on" to indicate foundation or reliance.

depending on the data

This alternative uses "depending on" to indicate a conditional relationship.

according to the data

This alternative highlights that the data serves as a source of information.

in relation to the data

This alternative employs "in relation to" to highlight the connection or association.

as determined by the data

This alternative uses "as determined by" to emphasize that the data is the deciding factor.

conditional on the data

This alternative uses "conditional on" to stress the dependency of one thing on the data.

with respect to the data

This alternative utilizes "with respect to" to specify the aspect being considered.

as a result of the data

This alternative directly implies a cause-and-effect relationship.

as a consequence of the data

This alternative replaces the more neutral term with a causal expression.

governed by the data

This alternative implies that the data controls or dictates the outcome.

FAQs

How can I use "as a function of the data" in a sentence?

Use "as a function of the data" to describe how one variable changes or is determined in relation to your data. For example, "The error rate decreases as a function of the data dimension."

What are some alternatives to "as a function of the data"?

You can use alternatives like "depending on the data", "based on the data", or "in relation to the data", depending on the specific nuance you want to convey. See more options "depending on the data", "based on the data", or "in relation to the data".

Is "as a function of the data" formal or informal?

"As a function of the data" is generally considered formal and is suitable for academic, scientific, and technical writing. For more casual contexts, consider using simpler alternatives like "depending on the data".

What does "as a function of the data" really mean?

It means that there is a relationship between your data and something else. The data could cause something to change. It could also mean that a variable is related to your dataset but is not causing your dataset.