a small dataset

USAGE SUMMARY

"a small dataset" is correct and usable in written English.
You can use it whenever you want to refer to a collection of data with a relatively low number of entries. For example: "A small dataset was used to generate the graph of this study."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Also, a small dataset of the images has been established for algorithm testing and evaluation.

Information Sciences

For the purpose of parameter tuning, a small dataset composed of 16 pop songs are collected.

EURASIP Journal on Audio, Speech, and Music Processing

To demonstrate this, the timeout threshold was varied and tested on a small dataset.

Journal of Cheminformatics

If the parameters were incorrect in a small dataset, adding data will not solve the problem.

International Journal of Bipolar Disorders

At this point, this technique has been validated on a small dataset with five individuals.

Security Informatics

A small dataset of three epitopes was also recognized as potential vaccine candidates generating both CD8+ and CD4+ responses.

Infection, Genetics and Evolution

4, tagging is based on classification using supervised information (i.e. the train dataset) with a small dataset.

Vietnam Journal of Computer Science

We use the CheS-Mapper program to apply structural fragment mining to a small dataset with structural similar compounds.

Journal of Cheminformatics

The measure p allows us to consider that a small dataset will have some noise due to poor statistics.

EPJ Data Science

Finally, this is a small dataset, and our classifier cannot be assumed to work on a larger dataset.

European Radiology Experimental

In the previous section, we investigated how well the methods classify compounds using a small dataset of 47 odour compounds.

Journal of Cheminformatics

Expert writing Tips

Best practice

Acknowledge the limitations of conclusions drawn from "a small dataset". Transparency about sample size helps maintain credibility.

Common error

Avoid making broad generalizations or definitive conclusions based solely on results obtained from "a small dataset". Recognize that findings might not be representative of the larger population.

Linguistic Context

The phrase "a small dataset" functions primarily as a descriptive noun phrase. As Ludwig AI confirms, it is used to qualify the size of a collection of data, often in scientific or technical contexts. It sets expectations about the scope and potential limitations of any analysis performed on that data.

Expression frequency: Very common

Frequent in

Science

97%

News & Media

1%

Formal & Business

1%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "a small dataset" is grammatically sound and widely used, particularly within scientific and technical domains, as confirmed by Ludwig AI. It serves to characterize the quantity of data, often signaling the need for careful interpretation. While useful for exploratory analyses, it's vital to acknowledge the limitations of drawing broad conclusions from limited data. Alternatives like "limited dataset" or "modest dataset" can offer similar meaning. When using this phrase, be specific about what 'small' entails and transparent about the potential impact on your findings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

limited dataset

Emphasizes the restricted quantity of data.

modest dataset

Highlights the unassuming size of the data collection.

restricted dataset

Focuses on the constrained nature of the data.

compact dataset

Suggests the dataset is efficiently small and manageable.

minimal dataset

Indicates the dataset contains the least amount of necessary data.

pilot dataset

Implies the dataset is used for preliminary testing or experimentation.

preliminary dataset

Highlights the initial and possibly incomplete nature of the data.

narrow dataset

Suggests the data is focused on a specific subset or aspect.

basic dataset

Implies the data is fundamental and not extensively detailed.

abridged dataset

Indicates the dataset has been shortened or condensed.

FAQs

How can I use "a small dataset" effectively in research?

When working with "a small dataset", focus on exploratory analysis and hypothesis generation rather than drawing definitive conclusions. Clearly acknowledge the limitations of the sample size in your reporting.

What are the limitations of using "a small dataset"?

Using "a small dataset" can lead to reduced statistical power, increased risk of bias, and difficulty in generalizing findings to larger populations. Be cautious about overinterpreting results.

What can I say instead of "a small dataset"?

Alternatives to "a small dataset" include "limited dataset", "modest dataset", or "restricted dataset" depending on the specific nuance you want to convey.

Is it always bad to work with "a small dataset"?

Not necessarily. While "a small dataset" has limitations, it can be valuable for pilot studies, proof-of-concept experiments, or when data collection is inherently challenging or expensive. Just be sure to interpret the results carefully and avoid overgeneralization.