clusters formed by

USAGE SUMMARY

The phrase "clusters formed by" is correct and usable in written English.
It can be used when describing the origin or creation of clusters in various contexts, such as data analysis, biology, or social sciences. Example: "The clusters formed by the data points reveal significant patterns in consumer behavior."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Clusters formed by C60 molecules are observed by an SEM.

Nanoscale Research Letters

Gel formation involves the connection of clusters formed by the accumulation of nanoparticles.

Acta Biomaterialia

It identifies new clusters formed by the incoming data and updates the data space partition.

Applied Soft Computing

We tried to identify the difference between the clusters formed by AGNES algorithm.

Journal of Big Data

After 1 h of dialysis, we obtained spherical clusters formed by PDADMAC and by PEI, respectively.

Nanoscale Research Letters

Subsequently, clusters formed by the end of final clustering phase are likely to be highly correlated.

Human-centric Computing and Information Sciences

Inset: FESEM image of DNA-AuNP clusters formed by the addition of 5 μM of DNA.

Nanoscale Research Letters

After data division processing, each training, validation, and test data sets are assigned to clusters formed by k-means algorithm.

Applied Water Science

He found the quality of the clusters formed by each to be comparable, but the streaming implementation was significantly faster.

Journal of Big Data

Clusters formed by C60 molecules were observed by a scanning electron microscope [SEM] JSM-7400FF, JEOL, Tokyo, Japan).

Nanoscale Research Letters

The clusters formed by C60 molecules are placed in the chamber which is filled with air at 1 atm.

Nanoscale Research Letters

Expert writing Tips

Best practice

When using the phrase "clusters formed by", ensure clarity by specifying what elements constitute the clusters and the process by which they are formed. For instance, specify "clusters formed by lipid molecules" or "clusters formed by k-means algorithm" to provide precise context.

Common error

Avoid using "clusters formed by" without clearly indicating the constituent elements. Ambiguity arises if the composition remains undefined, potentially leading to misinterpretations.

Linguistic Context

The phrase "clusters formed by" functions as a descriptive element, typically modifying a noun by specifying the agent or process responsible for the formation of the clusters. It indicates the origin or cause of the clustered arrangement, as evidenced by Ludwig's examples.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

The phrase "clusters formed by" is a grammatically correct and frequently used expression, particularly in scientific and technical contexts. According to Ludwig AI, its primary function is to describe the origin or composition of clusters, emphasizing the process or element responsible for their formation. While the phrase is most common in scientific literature, it's crucial to specify the constituent elements to avoid ambiguity. Alternatives like "clusters created by" or "clusters resulting from" can be used depending on the specific nuance you wish to convey. Using "clusters formed by" in your writing ensures clarity and precision when discussing grouped entities and their origins.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

clusters created by

This option is simpler and more direct, emphasizing the act of creation or formation of the clusters.

clusters generated by

This alternative focuses on the mechanism or process that produces the clusters, implying a more active or deliberate creation.

clusters arising from

This alternative emphasizes the origin or source of the clusters, suggesting they emerge or result from something.

clusters resulting from

Similar to "clusters arising from", this highlights the consequence or outcome of a particular process leading to the formation of clusters.

clusters composed of

This alternative emphasizes the constituents or components that make up the clusters, focusing on their composition.

clusters made up of

Similar to "clusters composed of", this highlights the elements or parts that constitute the clusters.

aggregates formed by

Uses 'aggregates' instead of 'clusters', suitable when referring to masses or collections of particles or units.

clusters assembled from

This suggests a more structured or organized formation process, where the clusters are put together from individual elements.

groupings formed by

Replaces 'clusters' with 'groupings', offering a broader term for collections or sets formed by a specific process.

collections resulting from

This option uses 'collections' to broaden the scope and 'resulting from' to emphasize the origin or cause.

FAQs

How do I use "clusters formed by" in a sentence?

The phrase "clusters formed by" is used to describe groups or collections that have been created or brought together by a specific process or element. For example, "The analysis revealed "clusters formed by" similar customer preferences".

What are some alternatives to "clusters formed by"?

Alternatives include "clusters created by", "groups resulting from", or "collections generated by". The best choice depends on the specific context and the nuance you want to convey. Consider alternatives like "clusters resulting from" or "clusters created by".

Is it correct to say "clusters that are formed by" instead of "clusters formed by"?

Both phrases are grammatically correct, but "clusters formed by" is more concise and often preferred in scientific and technical writing. Using "that are" adds unnecessary words.

What is the difference between "clusters formed by" and "clusters consisting of"?

"Clusters formed by" emphasizes the process or element that brought the cluster together, while "clusters consisting of" emphasizes the components of the cluster. They are similar but focus on different aspects. "Clusters formed by" refers to the causal factor, while "clusters consisting of" defines the constituent elements.