computational efficiency

USAGE SUMMARY

"computational efficiency" is correct and usable in written English.
You can use it when referring to how quickly and efficiently a computer completes tasks. For example, "The new software program demonstrated impressive computational efficiency in completing the assigned task."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

(e) Computational efficiency: our framework is computationally more efficient.

EURASIP Journal on Advances in Signal Processing

The simulations were optimised for computational efficiency as described in103.

Nature

Powerful strategies for improving spatiotemporal accuracy while preserving computational efficiency.

Yale University

He also devised interpolation procedures of great computational efficiency to obtain intermediate values.

Britannica

Computational efficiency is enhanced by GPU-parallelization.

International Journal of Solids and Structures

This has the advantage of computational efficiency and leads to simpler, more interpretable results.

Nature

Linux programmers whittle away at code in pursuit not of computational efficiency but of elegance.

Harvard Business Review

Hence the computational efficiency is improved considerably.

Journal of Sound and Vibration

It unifies physical accuracy with computational efficiency.

Surface and Coatings Technology

That's important because it prevents unnecessary searches down unprofitable branches of the tree and dramatically improves computational efficiency.

MIT Technology Review

Computational efficiency.

Journal of Modern Power Systems and Clean Energy

Expert writing Tips

Best practice

When discussing improvements in processing, specify which resources are being used more efficiently (e.g., memory, CPU time, energy) to provide context.

Common error

Avoid assuming that increased "computational efficiency" is always desirable. Sometimes, optimizing for speed or resource use can sacrifice accuracy or introduce bias into the results. Always consider the trade-offs.

Linguistic Context

The phrase "computational efficiency" functions primarily as a noun phrase, often acting as the subject or object of a sentence. Ludwig AI confirms its correctness, and its frequent usage across various contexts underscores its grammatical validity. It generally describes a quality or attribute.

Expression frequency: Very common

Frequent in

Science

64%

Academia

17%

News & Media

7%

Less common in

Encyclopedias

2%

Wiki

2%

Formal & Business

2%

Ludwig's WRAP-UP

In summary, "computational efficiency" is a common and grammatically sound noun phrase that describes how effectively a computing process uses resources. As Ludwig AI confirms, it's widely used across scientific, academic, and technical contexts to assess algorithms, systems, and processes. While highly valuable, it's important to consider the trade-offs between efficiency, accuracy, and potential bias. Related phrases like "algorithmic efficiency" and "resource optimization" offer alternative ways to express similar concepts. Remember to specify which resources are being optimized when discussing efficiency gains.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

algorithmic efficiency

Specifically pertains to the efficiency of algorithms, highlighting resource use in solving a problem.

processing speed

Refers to the rate at which a computer can execute instructions, focusing on the temporal aspect of computation.

resource optimization

Emphasizes the minimization of resources used, like memory or power, during computation.

execution speed

Directly refers to how quickly a program or process completes its tasks.

optimized performance

Indicates that performance has been improved to the best possible level.

streamlined computation

Implies that the computational process has been simplified and made more efficient.

performance optimization

Focuses on enhancing overall performance, not just resource use, which encompasses broader factors.

throughput maximization

Concentrates on increasing the amount of data processed per unit of time.

operational effectiveness

Highlights how well a computational system achieves its intended purpose, broader than just efficiency.

high-performance computing

Describes computing that uses supercomputers and parallel processing techniques for complex problems.

FAQs

How is "computational efficiency" measured?

It's typically measured by the amount of resources (time, memory, energy) an algorithm or system requires to solve a problem. Lower resource consumption indicates higher "computational efficiency".

What factors affect "computational efficiency"?

Algorithm design, hardware capabilities, and software implementation all significantly impact "computational efficiency". Better algorithms, faster processors, and optimized code lead to improved efficiency.

Why is "computational efficiency" important?

It's crucial for handling large datasets, real-time processing, and resource-constrained environments. High "computational efficiency" enables faster analysis, quicker responses, and longer battery life in devices.

What are some strategies for improving "computational efficiency"?

Using more efficient algorithms, optimizing code, employing parallel processing, and leveraging hardware acceleration are common strategies. Also, consider using "resource optimization" techniques.