computational intensity

USAGE SUMMARY

The phrase "computational intensity" is correct and usable in written English.
It can be used when discussing the amount of computational resources required to perform a task or process. Example: "The algorithm's computational intensity makes it unsuitable for real-time applications."

✓ Grammatically correct

Science

Science & Research

News & Media

Human-verified examples from authoritative sources

Exact Expressions

44 human-written examples

The complexity and computational intensity of scientific computing has fueled research on parallel computing and performance analysis.

Parallel Computing

Their challenge was to improve Netflix's recommendation engine, and one of their primary innovations was reducing the computational intensity of the algorithms used in recommendation engines.

MIT Technology Review

The computational intensity and model accessibility of the coupled models are addressed in this paper.

Environmental Modelling & Software

However, computational intensity and numerical issues restrict such applications in process modeling, simulation and design.

Computers & Chemical Engineering

Electromagnetic codes are expected to get higher speedups due to their greater computational intensity.

Computer Physics Communications

Based on the available literature, researchers are making headway, but several challenges remain, not least of which is the development of large training data sets and the computational intensity of many of these deep learning models.

Nature

Human-verified similar examples from authoritative sources

Similar Expressions

16 human-written examples

The computational stress intensity factors for finite kinked cracks and the Paris law for fatigue crack propagation are considered.

International Journal of Fatigue

The results indicate that the computational stress intensity factor solutions agree well with those based on the structural stress solutions with the equivalent radius.

Engineering Fracture Mechanics

The results indicate that the computational stress intensity factor solutions agree well with those based on the structural stress solutions with only the equivalent coefficients.

Engineering Fracture Mechanics

The computational local stress intensity factor solutions at the critical locations of the kinked cracks of finite depths are expressed in terms of those for vanishing kink depth based on the global stress intensity factor solutions and the analytical kinked crack solutions for vanishing kink depth.

International Journal of Solids and Structures

Using computational lithography, the optical intensity profiles in space are demonstrated for several characters, and their three-dimensional imaging is confirmed.

Microelectronic Engineering

Expert writing Tips

Best practice

When discussing optimization, explicitly state how modifications reduce "computational intensity" using quantitative metrics whenever possible.

Common error

Avoid using "computational intensity" interchangeably with overall performance. While related, it specifically refers to the computational resources required, not necessarily the speed or efficiency perceived by the user.

Linguistic Context

The phrase "computational intensity" functions as a noun phrase, typically used as a subject or object in a sentence. Ludwig examples show it describing the degree of computational resources needed for a process or algorithm.

Expression frequency: Common

Frequent in

Science

60%

Science & Research

20%

News & Media

10%

Less common in

Formal & Business

5%

Encyclopedias

3%

Wiki

2%

Ludwig's WRAP-UP

This guide provides a comprehensive analysis of the phrase "computational intensity". Ludwig AI indicates that the phrase is grammatically correct and commonly used, particularly within scientific and research contexts. It refers to the amount of computational resources required for a given task, such as processing power, memory, and time. Alternative phrases like "computational demand" or "algorithmic complexity" can be used depending on the specific nuance desired. When writing about "computational intensity", clarity and quantitative metrics are key to effective communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computational demand

Focuses on the requirements placed on computing resources.

processing load

Emphasizes the burden on the processing unit.

computational burden

Highlights the cost or overhead associated with the computation.

processing intensity

Similar to the original phrase, but uses "processing" instead of "computational".

resource consumption

Focuses on the amount of resources used during computation.

algorithmic complexity

Highlights the complexity of the algorithm influencing resource usage.

calculation complexity

Highlights complexity when calculating.

performance requirements

Focuses on the performance needed for computation.

operational intensity

Emphasizes the intensity of operations performed.

execution complexity

Emphasizes the complexity when execution.

FAQs

How can I use "computational intensity" in a sentence?

You can use "computational intensity" to describe the amount of computational resources required by a process or algorithm. For example, "The high "computational intensity" of the simulation limits its real-time applicability."

What is another way to say "computational intensity"?

Alternatives to "computational intensity" include "computational demand", "processing load", or "algorithmic complexity". The best choice depends on the specific context.

Is "computational intensity" the same as "computational complexity"?

While related, "computational intensity" refers to the resources required for a specific computation, whereas "algorithmic complexity" describes how the resources scale with the input size. They are not interchangeable.

What factors contribute to high "computational intensity"?

Factors such as large datasets, complex algorithms, and the need for high precision can all increase the "computational intensity" of a task. Optimization techniques aim to reduce this "computational intensity".