iterations of data

USAGE SUMMARY

The phrase "iterations of data" is correct and usable in written English.
It can be used when discussing the repeated processing or analysis of data sets in various contexts, such as programming, data analysis, or research. Example: "The algorithm requires multiple iterations of data to refine its predictions and improve accuracy."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

A stream program consists of a set of tasks where the same tasks are repeated over multiple iterations of data (e.g., video frames).

Computer Methods and Programs in Biomedicine

The one-way ANOVA method of investigation is adopted to test for the differencesbetween the four iterations of data collected.

Journal of Industrial Engineering International

The Cp/Cpk values after performing the few iterations of data collection weregreater than 1.33, and hence the process was declared as a capable process.

Journal of Industrial Engineering International

This was followed by 1 000 000 iterations of data collection; an appropriate number of iterations is necessary to get accurate parameter estimates.

Evolutionary Applications

The algorithm compared the angular variance of the original data set to the angular variance of 10,000 iterations of data points randomly reassigned to capture dates (without replacement).

BMC Ecology

Additionally, the decrease in survey response rates across cohort/time-points may have introduced participation bias in the measurement of attitudinal change across medical education, as the attitudes of those students who completed each survey may not necessarily reflect the attitudes of those students who did not participate in all iterations of data collection.

BMC Medical Education

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

This ensures that the data sampling functions do not need to wait for the slow LCD to finish updating before beginning another iteration of data acquisition.

Cornell University

Today's practical machine learning models enable rapid iteration of data and deliver quick, reliable data sets.

Forbes

Iteration of data acquisition, kinematic and kinetic calculation, and motion of actuator were performed at a rate of 20 Hz.

Journal of Experimental Orthopaedics

The use of the extended case study method is limited to the iteration of data and theory.

Business Research

They have also led to an iteration of data company that's being classified as Data-as-a-Service (DaaS) — companies like Datanyze (acquired by ZoomInfo), Safegraph, Clearbit, PredictHQ and DataFox.

TechCrunch

Expert writing Tips

Best practice

When using "iterations of data", clearly specify the purpose of the iterations. For example, are they for refinement, analysis, or validation?

Common error

Avoid using "iterations of data" when you actually mean "versions of data". Iterations refer to repeated processes on the same dataset, while versions imply changes to the dataset itself.

Linguistic Context

The phrase "iterations of data" functions as a noun phrase, typically serving as the object of a verb or preposition. It refers to the repeated application of a process or procedure to a set of data. Ludwig provides several examples where this phrase is used in scientific and technical contexts.

Expression frequency: Uncommon

Frequent in

Science

70%

Academia

20%

News & Media

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "iterations of data" is a noun phrase used to describe the repeated application of a process or procedure to a dataset. As Ludwig highlights, this phrase appears most frequently in scientific and academic contexts, indicating a formal and analytical tone. While grammatically sound, it is important to distinguish between "iterations" (repeated processes) and "versions" (changes to the data itself) to ensure clarity. According to Ludwig, this phrase is not so widely used. Related phrases include "data repetitions" and "data cycles", but the best choice depends on the specific context.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data processing iterations

More explicitly mentions the processing aspect.

data collection iterations

Highlights the collection aspect.

data repetitions

Focuses on the act of repeating the data itself, rather than the process.

multiple runs of data

Indicates the data is run multiple times through a system or process.

data cycles

Emphasizes the cyclical nature of data processing.

repeated data analysis

Focuses on the analysis aspect of the data.

data refinement cycles

Emphasizes the process of improving data quality through repetition.

rounds of data

Highlights distinct stages or phases in data handling.

successive data passes

Implies sequential processing of data.

data rehearsal

Implies practicing with the data.

FAQs

How can I use "iterations of data" in a sentence?

You might say, "The machine learning model improved with each of the many "iterations of data" it processed" or "The study required several "iterations of data" collection to achieve reliable results".

What is a good substitute for "iterations of data"?

Depending on the context, you could use alternatives like "data repetitions", "data cycles", or "rounds of data".

Is it correct to say "iteration of data" instead of "iterations of data"?

While "iteration of data" can be grammatically correct if referring to a single instance, "iterations of data" is more common when discussing repeated processes or analyses involving data.

What does "iterations of data" imply in a scientific context?

In science, "iterations of data" often refers to the repeated application of a process or algorithm to a dataset to refine results, test hypotheses, or improve accuracy.