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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
computational heavy
Grammar usage guide and real-world examplesUSAGE SUMMARY
"computational heavy" is a correct and usable phrase in written English.
It is typically used to describe something that requires a lot of computing power or is computationally intensive. For example, "The scientific research project was computationally heavy, requiring weeks of continuous computing to complete."
✓ Grammatically correct
Science
News & Media
Alternative expressions(19)
computationally intensive
computationally demanding
resource-intensive computation
processing-intensive
high computational cost
computationally expensive
algorithmically complex
computationally challenging
informatics heavy
computational costly
calculate heavy
design heavy
computational large
calculating heavy
computational intensive
computing heavy
computational onerous
heavy computation
information-rich
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
3 human-written examples
What Mobli is doing is pushing the computational heavy lifting server-side.
News & Media
While virtual desktops can generally be configured to do their computational heavy lifting on either the server or the device, the iPhone's relatively weak computational muscle meant that most of the work had to be done by the servers, which means slower overall performance due to bandwidth issues.
News & Media
This computationally heavy method is used at this step, because it is hard to identify the significant mRNAs with high gain ratio among tens of thousands of mRNAs by the tree-based analysis, but this computational heavy method can work out many 100%-frequency rules from the mRNA data sets.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
The proposed parallel digital system realizes a number of computational-heavy calculations in order to achieve real-time operation.
SkateBLAST is derived from ViroBLAST (14), with a customized interface for job submissions to a UD high-performance computing cluster during heavy computational loads such as during Annotation Workshops.
The modularity of the infrastructure ensures the responsiveness of the web server even under heavy computational load and effectively leverages computational resources of three different 8-core servers.
Science
Computing this factor z t results in heavy computational burden for normalization.
Computer systems have fast processing speed for performing heavy computational tasks.
Further, MapReduce excels at distributing heavy computational operations across a cluster of distributed computing machines while abstracting many of the underlying implementation details (e.g. load balancing, job monitoring, data partitioning etc) [19].
Science
Most current approaches to computer vision are based on expensive, high performance hardware to meet the heavy computational requirements of the employed algorithms.
Because the PTFT requires a heavy computational complexity, especially when N is large, it is important to find various methods to minimize the computational complexity for the parameter estimation by using the PTFT.
Expert writing Tips
Best practice
When using "computational heavy", ensure the context clearly indicates what specific computational aspect (e.g., algorithm, process) is resource-intensive.
Common error
Avoid using "computational heavy" to describe tasks that are merely data-intensive but not necessarily requiring complex calculations. Distinguish between tasks that need significant processing power versus those needing large data storage.
Source & Trust
75%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "computational heavy" functions as a descriptive adjective phrase. It modifies a noun to indicate that something involves a significant amount of computation. Ludwig AI confirms that is correct and usable in English.
Frequent in
Science
66%
News & Media
34%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "computational heavy" is a phrase used to describe tasks or processes that require significant computing resources. Ludwig AI confirms that the expression is correct and usable. While grammatically sound, it is less frequent than alternatives like "computationally intensive". Its primary usage is within scientific and technical domains, highlighting its role in conveying the demands on computing power. When using this phrase, ensure the context clearly indicates the specific computational aspect that is resource-intensive.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
computationally intensive
Replaces "heavy" with "intensive", emphasizing the high degree of computation needed.
computationally demanding
Substitutes "heavy" with "demanding", highlighting the significant requirements for processing power.
resource-intensive computation
Reorders the phrase and uses "resource-intensive" to describe the computation.
processing-intensive
Focuses on the processing aspect, using "intensive" to convey the high computational load.
high computational cost
Shifts the focus to the "cost" associated with the computation, rather than directly describing it as "heavy".
computationally expensive
Emphasizes the "expense" or resources needed for the computation.
complex computation
Highlights the "complexity" of the computation, implying it requires significant resources.
algorithmically complex
Indicates algorithms with high computational complexity, requiring powerful systems to perform well.
computationally challenging
Highlights the difficulties of the computational task.
power-hungry computation
Highlights the high power consumption aspect of computation.
FAQs
What does "computational heavy" mean?
The term "computational heavy" describes a process, task, or system that requires significant computing resources, such as processing power, memory, or time, to execute effectively. It is related to concepts such as "computationally intensive" and "computationally demanding".
How can I use "computational heavy" in a sentence?
You can use "computational heavy" to describe anything that demands significant processing power. For example, "The new AI model is very computational heavy." or "The rendering process is computational heavy."
Is "computational heavy" the same as "computationally intensive"?
While similar, "computational heavy" is less common than "computationally intensive". Both describe a high demand for computing resources, but the latter is the more standard and frequently used term.
What are some alternatives to "computational heavy"?
Alternatives include "computationally demanding", "resource-intensive computation", and "processing-intensive". The best choice depends on the specific context.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
75%
Authority and reliability
3.8/5
Expert rating
Real-world application tested