clustered over time

USAGE SUMMARY

The phrase "clustered over time" is correct and usable in written English.
It can be used to describe how certain items, events, or data points have grouped or accumulated in a specific manner as time progresses. Example: "The data showed that the incidents of the phenomenon clustered over time, indicating a pattern that required further investigation."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

The error term εij,t is assumed to be normally distributed and clustered over time periods and destination countries.

IZA Journal of Migration

Quasispecies distribution of NS5A was variable and distinctly clustered over time.

BMC Infectious Diseases

Figure 1 provides an example of the modeled trends for at least one country per region, and examples of countries with many or few survey data points, or with survey data spread out or clustered over time.

Environmental Health Perspectives

Syndrome surveillance allows for the quantification of the incidence and infectious disease burden of most common diarrheal, respiratory and exanthematous infections (both sporadic and clustered) over time.

BMC Infectious Diseases

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

[It could be chance too: things will tend to cluster about a genomic wild type for chance reasons as well, but if that happens by chance it is unlikely to be maintained by chance, and so we can ignore random clustering over time.] So in the absence of sex, you are going to need ecological niche adaptation to keep the cluster from just randomly evaporating.

The Guardian

10Note that this also accounts for clustering over time in the error-term for a particular individual.

IZA Journal of Migration

The greatest reduction in risk observed for intermediate levels of physical activity and leisure time sitting was unexpected and suggests that moderate amounts of both moderate-to-vigorous physical activity and leisure time sitting may be sufficient to protect against developing metabolic risk factor clustering over time.

Diabetologia

A separate thread of work models and monitors how subpopulations (clusters) evolve over time.

Brain Informatics

These models are a validated method for analysing clustered data over time, and can better handle missing data than the alternate methods (such as generalised estimating equations).

BMJ Open

Furthermore, Das et al. (2007) find that corporate defaults cluster over time.

Business Research

We first used data mining algorithms to group related papers into clusters of similar research topics and evolve these clusters over time.

Entertainment Computing

Expert writing Tips

Best practice

When analyzing time-series data, use "clustered over time" to effectively describe instances where data points aggregate or group together within specific time intervals. This can reveal underlying patterns or trends that might not be immediately apparent.

Common error

Avoid assuming that because events are "clustered over time", one necessarily causes the others. Always investigate potential confounding factors and establish a clear causal link before drawing conclusions.

Linguistic Context

The phrase "clustered over time" functions as an adjectival modifier describing how a set of items or events are distributed across a time period. Ludwig AI confirms its usability in describing patterns of grouping or accumulation.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

20%

Formal & Business

20%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "clustered over time" is a grammatically sound expression used to describe the non-uniform distribution of events or data points across a time period. According to Ludwig AI, it's correct and usable in written English. It's most frequently found in scientific and news-related contexts, where it serves to highlight patterns and trends of grouping or accumulation. While "clustered over time" is suitable for formal and informal communication, alternative phrases like "gathered over time" or "accumulated over time" can offer more nuanced meanings depending on the specific context. When using "clustered over time", it's crucial to avoid mistaking correlation for causation and to choose appropriate analytical methods that account for temporal dependencies.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Gathered over time

This alternative emphasizes the act of bringing things together as time passes, suggesting a more active collection.

Accumulated over time

This alternative highlights a gradual increase in quantity or amount as time progresses, focusing on the growth aspect.

Grouped over time

This emphasizes the arrangement into sets or categories as the process unfolds.

Distributed over time

Focuses on the arrangement or spread of items across a period, suggesting a scattered rather than concentrated pattern.

Reflected over time

Implies changes or effects that become apparent as time elapses, focusing on a mirrored or resulting action.

Redistributed over time

Indicates a rearrangement or reallocation over a duration, suggesting an initial distribution followed by changes.

Categorized over time

Highlights the process of classifying items into distinct groups as time passes, focusing on organization.

Structured over time

Emphasizes the formation of an organized system or framework over a period, highlighting the arrangement.

Restricted over time

Suggests a limitation or constraint that becomes more pronounced as time advances, focusing on reduced scope.

Articulated over time

Focuses on the gradual expression or definition of something as time passes, highlighting clarity and development.

FAQs

How can I use "clustered over time" in a sentence?

You can use "clustered over time" to describe events or data points that tend to group together during specific periods. For example, "The reports of the illness were "clustered over time" during the summer months".

What does "clustered over time" mean?

The phrase "clustered over time" means that certain events, items, or data points tend to group together or occur more frequently during specific periods rather than being evenly distributed.

Which is a better alternative to "clustered over time": "accumulated over time" or "distributed over time"?

The better alternative depends on the context. "Accumulated over time" suggests a gradual increase or gathering, while "distributed over time" implies a spread or arrangement. "Clustered over time" indicates groupings during certain periods.

How does the concept of "clustered over time" relate to statistical analysis?

In statistical analysis, recognizing that certain data points are "clustered over time" can be crucial for choosing appropriate statistical methods. Ignoring such clustering can lead to incorrect conclusions about the data. Time series analysis often addresses these patterns.