clustered distribution

USAGE SUMMARY

"clustered distribution" is a correct and usable phrase in written English.
It is usually used in statistics or mathematics to describe a group of data points that are closely grouped together in a specific area. Example: The study found that the data points for income in this region had a clustered distribution, with the majority of households falling within a narrow range of earnings.

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

We found clustered distribution patterns of ecosystem services across the country.

Landscape and Urban Planning

This is the case of the evenly distribution 4 and the clustered distribution 5 (with a total reduction of ventilation of 10%to12%2%).

EJNMMI Research

(a) Scenario I - randomly in space, (b) scenario II - 90% in the main lobe of the antenna, and (c) scenario III - clutter-dependent clustered distribution.

EURASIP Journal on Wireless Communications and Networking

The impact of future LCT adoption is predicted with our agent based model that applies a clustered distribution of technologies to a sample UK population (Bracknell, UK).

Journal of Modern Power Systems and Clean Energy

The frequency function of the clustered distribution 5 (1 cm0% 12% centred) has a larger proportion of high CV values compared to the 'evenly' distributions (see Figure 4).

EJNMMI Research

The average height of the trees was about 4.23 m, and the crown was about 1.58 m long Artemisia ordosica The population pattern was of clustered distribution.

International Journal of Coal Science & Technology

For the second case study, we measure the throughput bound with the same network configuration as the first case but with three different BT distribution patterns: random distribution, regular distribution, and clustered distribution.

EURASIP Journal on Wireless Communications and Networking

This idea is strengthened by the observation that when global and local efficiencies are maximized in a ESWN model, clustered distribution of synaptic connections is obtained (Figure 7c).

Plosone

An excess of doublets or multiplets with a subset of clustered distribution occurs more frequently than predicted by chance in a wide range of organisms, including riboviruses, DNA viruses, prokaryotes, yeast, and eukaryotic cell lines and tissues [23], [24].

Plosone

Additionally, clathrin-coated pits showed a clustered distribution.

eLife

Human-verified similar examples from authoritative sources

Similar Expressions

1 human-written examples

The CV matrix for the clustered distribution clearly shows the surface of the cluster (distribution 5 row 4, column C).

EJNMMI Research

Expert writing Tips

Best practice

When describing spatial data, specify the scale and context of the "clustered distribution". For example, instead of just saying 'The data shows a clustered distribution', provide detail like 'The plant species exhibits a clustered distribution at the regional level due to specific soil conditions.'

Common error

Avoid attributing a "clustered distribution" to a single cause without sufficient evidence. Clustering can result from various factors, and it's essential to analyze multiple potential influences before drawing definitive conclusions.

Linguistic Context

The phrase "clustered distribution" functions as a noun phrase, typically serving as the subject or object of a sentence. It describes a specific type of spatial or statistical arrangement. As Ludwig AI highlights, its use is often seen in scientific contexts.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, "clustered distribution" is a noun phrase widely employed, especially within scientific domains, to depict a specific arrangement where elements are grouped together rather than uniformly dispersed. As Ludwig AI confirms, this term is grammatically correct and frequently appears in research and technical contexts. While its register is primarily formal and scientific, understanding its implications is crucial across various disciplines. Related phrases like "aggregated arrangement" or "localized concentration" offer alternative ways to express similar concepts, and awareness of potential misinterpretations—such as overgeneralizing the causes—is vital for effective communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

aggregated arrangement

This alternative emphasizes the gathering or collection of elements in a specific area, highlighting the spatial relationship.

clumped arrangement

This term focuses on the concept of items grouped together in clumps, conveying a less formal image.

localized concentration

This phrase highlights a concentration of elements within a specific, limited area, pinpointing location.

non-uniform dispersal

This term highlights that the distribution is not even and spread, with the main focus on the absence of uniformity.

patchy distribution

This phrase emphasizes the presence of distribution in the form of patches, suggesting a non-continuous layout.

grouped allocation

This alternative focuses on how entities are grouped together when they are allocated, with the result of forming clusters.

concentrated arrangement

This emphasizes the high density of elements in specific locations relative to others.

uneven distribution

This focuses on the lack of uniformity across an area, without specifically highlighting clustering.

inhomogeneous dispersal

This term is more formal and stresses the variability in how things are spread out or scattered.

focal distribution

This emphasizes a distribution concentrated around one or more specific points or locations.

FAQs

How is "clustered distribution" used in statistical analysis?

In statistical analysis, "clustered distribution" indicates that data points are not randomly distributed but tend to group together. This can be analyzed using methods like spatial statistics or cluster analysis to identify patterns and underlying factors.

What are the implications of a "clustered distribution" in epidemiology?

In epidemiology, a "clustered distribution" of disease cases suggests potential common sources or risk factors. Identifying clusters can help focus investigation and intervention efforts to control outbreaks.

What's the difference between "clustered distribution" and "random distribution"?

"Clustered distribution" implies a non-uniform pattern where elements are grouped. "Random distribution" indicates that elements are scattered without any discernible pattern or grouping.

What can I say instead of "clustered distribution"?

You can use alternatives like "aggregated arrangement", "clumped arrangement", or "localized concentration" depending on the specific context you want to convey.