high computational complexity

USAGE SUMMARY

'high computational complexity' is a correct and usable phrase in written English.
You can use this phrase when referring to a task, program, or algorithm that requires significant resources (such as memory or time) to be completed. For example, "Due to its high computational complexity, it took several hours to finish the program."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Their values can be computed only with iterative techniques which are characterised by high computational complexity.

EURASIP Journal on Wireless Communications and Networking

High computational complexity of a single round.

Journal of Internet Services and Applications

However, DS beamforming exhibits high computational complexity.

EURASIP Journal on Advances in Signal Processing

However, this results in high computational complexity.

EURASIP Journal on Wireless Communications and Networking

ML approach requires high computational complexity.

EURASIP Journal on Wireless Communications and Networking

Another limitation of SmartTracing is the relatively high computational complexity.

Brain Informatics

This approach provides accurate estimates over a high computational complexity.

EURASIP Journal on Advances in Signal Processing

SAMK CP is removed due to its high computational complexity.

Computational Social Networks

Previous methods based on density estimation required high computational complexity.

EURASIP Journal on Image and Video Processing

However, this design approach is of high computational complexity.

EURASIP Journal on Wireless Communications and Networking

However, this scheme has a high computational complexity.

EURASIP Journal on Wireless Communications and Networking

Expert writing Tips

Best practice

When discussing algorithms or processes, quantify the "high computational complexity" by specifying the time complexity (e.g., O(n^2), O(log n)) to provide a concrete understanding of the resource requirements.

Common error

Before stating that a task has "high computational complexity", consider whether there are alternative algorithms or methods with lower complexity that could achieve a similar result. Sometimes a slight compromise in accuracy can lead to significant gains in efficiency.

Linguistic Context

The phrase "high computational complexity" functions as a noun phrase, where "high" is an adjective modifying the noun phrase "computational complexity". It typically serves as a subject complement or object in a sentence, as shown by Ludwig's examples.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "high computational complexity" is a frequently used term, particularly in scientific and technical writing, to describe tasks or algorithms that demand significant computational resources. As Ludwig AI confirms, this phrase is grammatically correct and widely accepted. When using this phrase, it's beneficial to quantify the complexity with specific time complexity notations (e.g., O(n^2)). Considering alternative, less complex approaches before settling on a computationally intensive method is also wise. While "high computational complexity" is not inherently negative, understanding its implications is crucial for effective system design and resource management.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

This alternative focuses on the intensive nature of the computation involved.

resource-intensive computation

This highlights the significant resources required for the computation.

computationally demanding

This phrase emphasizes the demanding nature of the computation.

complex algorithmic processing

This specifies the complexity arises from the algorithm used.

algorithmically inefficient

Focuses on the inefficiency of the algorithms leading to high complexity.

heavy computational load

This describes the considerable load that the computation places on the system.

computationally expensive

This alternative highlights the high cost associated with the computation.

intricate computational steps

This phrase emphasizes the intricate nature of the computational steps involved.

prohibitively complex computation

This highlights that the complexity is so high that it becomes impractical.

computationally overburdening

This emphasizes the overburdening nature of the computation.

FAQs

How to use "high computational complexity" in a sentence?

You can use "high computational complexity" to describe a task, algorithm, or system that requires significant computational resources. For example: "The algorithm's "high computational complexity" makes it unsuitable for real-time applications."

What are some alternatives to saying "high computational complexity"?

Alternatives include "computationally intensive", "resource-intensive computation", or "computationally demanding". The best choice depends on the specific context.

What does "high computational complexity" imply about an algorithm?

It implies that the algorithm requires significant processing power, memory, and/or time to execute, especially as the input size grows. This can make it impractical for large datasets or real-time systems.

Is "high computational complexity" always a bad thing?

Not necessarily. Sometimes, "high computational complexity" is the price to pay for achieving optimal results or a certain level of accuracy. However, it's important to be aware of the trade-offs and explore alternatives if possible.