highly complex algorithm

USAGE SUMMARY

The phrase "highly complex algorithm" is correct and usable in written English.
You can use it when describing an algorithm that is intricate or difficult to understand, often in technical or academic contexts. Example: "The researchers developed a highly complex algorithm to analyze the vast amounts of data generated by the experiment."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

It is significant because, if correct (and Google refuses to comment), it adds to the emerging theory that Google's highly complex search algorithms are increasingly at odds with the social web.

The Guardian - Tech

On the other hand, the work developed by Pauwels et al. [4] compare both platforms using medium to highly complex vision algorithms that stretch the FPGA to its limits.

EURASIP Journal on Image and Video Processing

More studies are needed to determine optimal treatment strategies and provide appropriate guidance on the highly complex treatment algorithms anticipated for HCV.

BMC Infectious Diseases

High-end GPUs and FPGAs are suitable for highly parallel complex algorithms such as pixel-wise processing.

EURASIP Journal on Image and Video Processing

In contrast to the often highly complex and specific algorithms, PathwayVoyager represents a more straight-forward approach, and doesn't require substantial resources on the users' side.

BMC Genomics

We present a parallel algorithm for highly complex dependencies in handling segment intersections and the performance test results in detail.

Journal of Computational Physics

However, the filtering algorithm is highly complex and is account for 33% of the total decode time in the study of the baseline profile decoder [24].

EURASIP Journal on Advances in Signal Processing

The optimal design method requires computations for pole placement that results in a better frequency characteristic [2,3,37,38], but highly complex search-based or iterative algorithms are required even for a notch filter with two frequencies [2,38].

EURASIP Journal on Advances in Signal Processing

Novel or highly complex statistical methods or computational algorithms should be adequately described with references supplied to allow readers the opportunity to recreate the calculations; at its discretion, the Journal may require that computer code and data be made available as supplementary information as a condition of publication.

Science Magazine

Although the segmentation is generally effortless and swift for the human visual system, it can become a highly complex process and considerable challenge for algorithm development.

BioMed Research International

By importing 932 genes into KeyMolnet, the neighboring network-search algorithm identified a highly complex network composed of 3,904 molecules and 8,423 molecular relations, showing a significant relationship with canonical pathways of transcriptional regulation by p53 (p = 9.898E-266), Rb/E2F (p = 1.032E-247), CREB (p = 5.084E-203), and SMAD (p = 7.510E-179).

BioData Mining

Expert writing Tips

Best practice

When describing algorithms, use "highly complex algorithm" to emphasize not only the intricacy but also the potential challenges in implementation and understanding.

Common error

Avoid using "highly complex algorithm" when a simpler description suffices. If the algorithm is only moderately complex, choose a more accurate descriptor like "moderately complex algorithm" or "complex algorithm."

Linguistic Context

The phrase "highly complex algorithm" functions as an adjectival phrase modifying the noun "algorithm". It describes the algorithm, emphasizing its intricate and complicated nature. As Ludwig AI confirms, this expression is correct and usable in written English, serving to highlight the algorithm's sophistication.

Expression frequency: Missing

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Ludwig's WRAP-UP

In summary, the phrase "highly complex algorithm" is a grammatically correct and usable expression intended to emphasize the intricate and sophisticated nature of an algorithm. As Ludwig AI states, you can use it when describing an algorithm that is intricate or difficult to understand, often in technical or academic contexts. The phrase is most commonly found in formal and scientific registers. Some semantically similar alternatives are "extremely intricate algorithm", "sophisticated algorithm", and "intensely complicated algorithm". Remember to use this phrase when the algorithm is truly intricate and avoid overstating the complexity when a simpler description is more appropriate.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Extremely intricate algorithm

Replaces "highly complex" with a synonym that intensifies the complexity.

Sophisticated algorithm

Conveys complexity along with a sense of advanced design.

Intensely complicated algorithm

Uses more emphatic language to highlight the level of complication.

Advanced and intricate algorithm

Adds the idea of "advanced" along with complexity.

Deeply involved algorithm

Suggests an algorithm with many layers and dependencies.

Very elaborate algorithm

Emphasizes the detailed nature of the algorithm.

Multi-layered algorithm

Highlights the multiple levels of processing within the algorithm.

Algorithm of considerable complexity

Formalizes the language while maintaining the same meaning.

Algorithm exhibiting high complexity

Similar to the previous one, focuses on exhibiting complexity.

Algorithm with intricate design

Shifts focus to the design aspect, implying complexity through intricacy.

FAQs

How can I use "highly complex algorithm" in a sentence?

You can use "highly complex algorithm" to describe a sophisticated computational process, such as "The researchers developed a "highly complex algorithm" for image recognition".

What are some alternatives to "highly complex algorithm"?

Alternatives include "sophisticated algorithm", "intricate algorithm", or "deeply involved algorithm", depending on the specific nuance you want to convey.

Is it redundant to say "highly complex algorithm"?

While "complex algorithm" is perfectly acceptable, adding "highly" emphasizes a greater degree of intricacy. The choice depends on whether you need to stress the algorithm's advanced nature.

What's the difference between a "complex algorithm" and a "highly complex algorithm"?

The addition of "highly" serves to amplify the degree of complexity. A "complex algorithm" may have several intricate steps, while a "highly complex algorithm" is exceptionally intricate and challenging to understand or implement.