high computational cost

USAGE SUMMARY

The phrase "high computational cost" is correct and usable in written English.
You can use it when you want to highlight a situation where a process or activity is time consuming or expensive due to the amount of resources required. For example, "Mining cryptocurrency requires a large amount of energy, resulting in a high computational cost."

✓ Grammatically correct

Science

Science & Research

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

These methods achieve good performance but usually compute at high computational cost.

EURASIP Journal on Audio, Speech, and Music Processing

Their high computational cost prevents them from being used to compute ensemble properties (properties requiring the analysis of many pathways).

Stanford University

Nevertheless, four convolutions to be computed at each iteration still demand a high computational cost.

EURASIP Journal on Image and Video Processing

Based on secured multiparty computation, collaborative privacy-preserving data mining sustains high computational cost and communication.

Data Science and Engineering

Most improvements come at high computational cost.

Geoderma

The first is the high computational cost.

Engineering Applications of Artificial Intelligence

However, they are not scalable due to a high computational cost of calculating the betweenness centrality24.

Nature

This is mostly due to its high computational cost.

Advances in Protein Chemistry and Structural Biology

However, the high computational cost hinders their application in complex kinetic models.

Combustion and Flame

Although promising, their high computational cost often prevents their implementation in real-time applications.

Computers in Industry

However, the operation is far from being interactive due to its high computational cost.

Computers & Graphics

Expert writing Tips

Best practice

Use "high computational cost" to introduce the need for optimization or alternative approaches. For instance, "Due to the high computational cost, we explored approximation algorithms to reduce processing time."

Common error

Don't just state that something has a "high computational cost"; specify which aspect of the computation is costly (e.g., memory usage, processing time, data transfer) to provide clarity and context.

Linguistic Context

The phrase "high computational cost" functions as a noun phrase, often serving as the object of a verb or following a preposition. It describes the burden in terms of resources needed for a computational task. As confirmed by Ludwig AI, the expression is grammatically correct and widely used.

Expression frequency: Very common

Frequent in

Science

65%

Science & Research

25%

Academia

10%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, the phrase "high computational cost" is a widely used and grammatically sound expression primarily found in scientific and academic contexts. As Ludwig AI confirms, it effectively communicates that a computational task or method is resource-intensive, often leading to the exploration of alternative approaches. When using this phrase, be specific about what makes the computation costly (e.g., time, memory) and, if possible, provide quantitative measures to enhance clarity. Understanding the contexts and nuances of this phrase allows for more precise and effective communication in technical writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Considerable computational expense

Replaces "cost" with "expense", highlighting the financial or resource burden.

Substantial computational demands

Emphasizes the demands placed on computational resources.

Demanding computational requirements

Highlights the stringent requirements for computation.

Resource-intensive computation

Emphasizes the large amount of resources used by the computation.

Significant processing overhead

Focuses on the processing aspect rather than the general "cost".

Heavy computational load

Focuses on the workload imposed on the computational system.

Extensive computational resources required

Specifies the need for significant resources.

Computationally intensive task

Describes the task itself as requiring significant computation.

Excessive processing time

Highlights the time consumed by the process due to high computations.

Computationally prohibitive

Indicates that the computational cost is so high as to prevent the task from being feasible.

FAQs

How can I rephrase "high computational cost" in a sentence?

You can use alternatives such as "significant processing overhead", "substantial computational demands", or "considerable computational expense" depending on the context.

What makes a computational task have a "high computational cost"?

A "high computational cost" typically arises from factors such as complex algorithms, large datasets, iterative processes, or the need for precise solutions. These factors can lead to increased processing time, memory usage, and energy consumption.

In what fields is the term "high computational cost" commonly used?

The term "high computational cost" is frequently used in fields like computer science, engineering, physics, and data science, where algorithms and simulations often require significant computational resources.

How can "high computational cost" be mitigated?

Strategies to mitigate "high computational cost" include optimizing algorithms, using parallel processing, employing approximation techniques, reducing data dimensionality, and leveraging specialized hardware like GPUs.