distribution of points

USAGE SUMMARY

The phrase "distribution of points" is correct and usable in written English.
It can be used in contexts such as statistics, data analysis, or any situation where you are discussing how points or values are spread across a range or dataset. Example: "The distribution of points in the survey indicates a clear preference for option A over option B."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Regarding the effect of uniform distribution of points, an interesting observation is that uniformly distributed GESs (the Jones and DISCOBALL) have minimum σ except for t0 and t0 (see Table 5).

BioMed Research International

By maximizing this term the algorithm achieves a uniform distribution of points on all related surfaces.

Nature

The regression analysis creates the single line that best summarizes the distribution of points.

Massachusetts Institute of Technology

The adept passing and willingness to force the ball to the inside players has created a greater distribution of points.

The New York Times - Sports

We then describe the details regarding uniform distribution of points on individual surfaces, followed by the correspondence optimization.

Nature

If the bottom teams do catch up to the top teams as the season wears on, it would lead to a more equal distribution of points.

The New Yorker

Rugby has many problems but the distribution of points according to a referee's guess is the most damaging to its credibility as a serious sport.

The Guardian - Sport

Space-filling designs (SFD) propose a uniform distribution of points and are well adapted to numerical simulations.

Chemometrics and Intelligent Laboratory Systems

The modeler is based on a random distribution of points in space followed by the Voronoi tessellations.

Chemical Engineering Journal

But Rocchio assigns it to Kenya because it ignores details of the distribution of points in a class and only uses distance from the centroid for classification.

Stanford University

These are the distribution of points of where a bird was indicating to this gentleman, this bee eater here, the direction to the bees' nest.

Cornell University

Expert writing Tips

Best practice

When discussing data sets, clearly define the context of the "distribution of points". Specify whether you're referring to spatial, statistical, or other types of distribution.

Common error

Avoid assuming that the "distribution of points" directly implies causation. Correlation does not equal causation; further analysis is needed to determine underlying factors.

Linguistic Context

The phrase "distribution of points" functions primarily as a noun phrase, acting as the subject or object in a sentence. Ludwig AI confirms its grammatical correctness and common usage. It describes how individual data or elements are spread or arranged within a given space or dataset.

Expression frequency: Very common

Frequent in

Science

65%

Academia

15%

News & Media

10%

Less common in

Formal & Business

5%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "distribution of points" is a versatile term frequently used to describe the arrangement or spread of data, elements, or scores across various contexts. As confirmed by Ludwig AI, its grammatical correctness and common usage make it a reliable choice for academic, scientific, and general writing. While the phrase is most prevalent in scientific and academic domains, understanding its nuances and appropriate alternatives, such as "arrangement of points" or "allocation of points", is crucial for clear and precise communication. Remember to consider the specific context—spatial, statistical, or otherwise—when using or interpreting this phrase.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

spatial distribution

A more formal term emphasizing the spatial nature of the arrangement.

arrangement of points

Focuses on the spatial arrangement rather than statistical spread.

point arrangement

Focuses more directly on the physical arrangement of points.

allocation of points

Emphasizes the assignment or apportionment of points.

spread of points

Highlights how points are scattered or dispersed.

pattern of points

Refers to the observable pattern formed by the points.

point allocation

Concise version focusing on how points are assigned.

point dispersal

Emphasizes the act of scattering or spreading points apart.

clustering of points

Specifies a grouping or concentration of points.

density of points

Indicates how closely packed the points are.

FAQs

How is the phrase "distribution of points" used in statistics?

In statistics, "distribution of points" often refers to how data points are spread across a range of values, which can be visualized using histograms or scatter plots to understand central tendency, variability, and shape.

What does a uniform "distribution of points" signify?

A uniform "distribution of points" indicates that data points are evenly spread across the range, implying no particular bias or clustering. This is often compared to non-uniform distributions where points are concentrated in certain areas.

In what contexts might I use "arrangement of points" instead of "distribution of points"?

While both relate to point placement, "arrangement of points" emphasizes spatial order and physical layout, while "distribution of points" is typically a statistical or quantitative measure of spread across a dataset or space.

How does the "distribution of points" affect the accuracy of a model?

The "distribution of points" in a dataset can significantly impact model accuracy. Uneven distributions or outliers can skew results, making it crucial to preprocess data and potentially use techniques like stratified sampling to ensure a representative distribution.