computationally complex

USAGE SUMMARY

The phrase "computationally complex" is correct and usable in written English.
It can be used to describe problems, algorithms, or tasks that require significant computational resources or time to solve. Example: "The algorithm is computationally complex, making it challenging to implement in real-time applications."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

The AED algorithm for RIR estimation is a computationally complex algorithm with complexity of O ( N 2 ).

EURASIP Journal on Advances in Signal Processing

And small groups with shared interests could find answers to computationally complex problems as never before.

The New York Times - Science

It's incredibly computationally complex, but now we're able to replicate the interaction of muscle under skin".

The New Yorker

Convex relaxation approaches are relatively computationally complex.

EURASIP Journal on Advances in Signal Processing

However, the Markov model is computationally complex.

EURASIP Journal on Wireless Communications and Networking

This makes the cell search process computationally complex.

EURASIP Journal on Wireless Communications and Networking

Cyclostationary detection provides reliable detection but is computationally complex.

EURASIP Journal on Wireless Communications and Networking

Such problems are often very computationally complex to solve.

Computers & Industrial Engineering

However, this model is computationally complex when used in digital systems.

EURASIP Journal on Image and Video Processing

However, this scheme is computationally complex and requires long observation time.

EURASIP Journal on Wireless Communications and Networking

In this stage, the most computationally complex process is the autocorrelation process.

EURASIP Journal on Wireless Communications and Networking

Expert writing Tips

Best practice

When describing algorithms or models, be specific about why they are computationally complex. Is it due to the number of operations, the memory requirements, or the data structures involved?

Common error

Avoid simply stating that something is "computationally complex" without providing context or justification. Explain what aspects contribute to its complexity.

Linguistic Context

The phrase "computationally complex" functions as an adjective phrase modifying a noun. It describes the characteristics of a task, algorithm, or model that requires significant computational resources. This is supported by Ludwig examples where it modifies terms like "algorithm", "model", and "problem". According to Ludwig AI, the phrase is correct and usable in written English.

Expression frequency: Very common

Frequent in

Science

86%

News & Media

9%

Formal & Business

1%

Less common in

Academia

1%

Encyclopedias

1%

Wiki

1%

Ludwig's WRAP-UP

The phrase "computationally complex" is a grammatically sound and frequently used descriptor, especially in scientific and technical fields, for processes requiring significant computational resources. Ludwig AI confirms its correctness and usability. When employing this phrase, it's best to provide specific context about why something is computationally complex. Alternatives like "computationally intensive" or "computationally demanding" can be used depending on the nuance you want to convey. While generally formal, its precise meaning and technical context ensure its effectiveness in communicating the challenges associated with complex computations. Remember to avoid overgeneralizing its complexity and always provide specific details to enhance clarity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Focuses on the amount of computation required, emphasizing the load on the system.

computationally demanding

Highlights the strain and resources needed to perform the computation.

computationally expensive

Emphasizes the cost, in terms of time and resources, to complete the computation.

computationally challenging

Indicates the difficulty and obstacles involved in performing the computation.

algorithmically complex

Specifically refers to the complexity of the algorithm used.

highly complex algorithm

Reverses the phrase structure while maintaining the core meaning.

mathematically intricate

Highlights the mathematical depth and difficulty.

resource-intensive computation

Focuses on the resources needed, shifting the emphasis from complexity to consumption.

difficult computational problem

Emphasizes the problem's inherent difficulty from a computational perspective.

complex numerical simulation

Highlights the complexity within the context of numerical simulations.

FAQs

How can I use "computationally complex" in a sentence?

You can use "computationally complex" to describe algorithms, models, or problems that require significant computational resources. For example: "The simulation is "computationally complex" due to the large number of variables."

What are some alternatives to "computationally complex"?

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

Is it better to say "computationally complex" or "computationally complicated"?

"Computationally complex" is generally preferred in technical contexts. While "computationally complicated" is understandable, "complex" more directly implies a high degree of difficulty or involvement in computation. In this context, using "computationally complicated" is not incorrect, however, "computationally complex" is more frequently found in scientific writing.

What makes a problem "computationally complex"?

A problem is "computationally complex" if the resources (time, memory, etc.) required to solve it grow rapidly with the size of the problem. This often involves algorithms with high time or space complexity.